{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import gym\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import sys\n",
    "\n",
    "from collections import defaultdict \n",
    "from envs.blackjack import BlackjackEnv\n",
    "import plotting\n",
    "\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = BlackjackEnv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_random_policy(nA):\n",
    "    \"\"\"\n",
    "    生成一个随机策略函数\n",
    "    \n",
    "    参数:\n",
    "        nA: 所有行为的个数\n",
    "    \n",
    "    返回值:\n",
    "        返回一个函数，它的输入是状态(observation)，输出是长度为nA的numpy数值，表示每个行为的概率\n",
    "    \"\"\"\n",
    "    A = np.ones(nA, dtype=float) / nA\n",
    "    def policy_fn(observation):\n",
    "        return A\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_greedy_policy(Q):\n",
    "    \"\"\"\n",
    "    根据Q构建一个贪婪的策略\n",
    "    \n",
    "    参数:\n",
    "        Q: 一个dictionary state -> action values\n",
    "        \n",
    "    返回值:\n",
    "        返回一个函数，它的输入是状态(observation)，输出是长度为nA的numpy数值，表示每个行为的概率\n",
    "    \"\"\"\n",
    "    \n",
    "    def policy_fn(state):\n",
    "        A = np.zeros_like(Q[state], dtype=float)\n",
    "        best_action = np.argmax(Q[state])\n",
    "        A[best_action] = 1.0\n",
    "        return A\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mc_control_importance_sampling(env, num_episodes, behavior_policy, discount_factor=1.0):\n",
    "    \"\"\"\n",
    "    使用加权重要性采样的Off-Policy蒙特卡罗控制\n",
    "    \n",
    "    参数:\n",
    "        env: OpenAI gym env对象\n",
    "        num_episodes: 采样的Episode次数\n",
    "        behavior_policy: 用来生成episode的行为策略。\n",
    "            它是一个函数，输入是状态，输出是一个向量，表示这个状态下每种策略的概率\n",
    "        discount_factor: 打折因子\n",
    "    \n",
    "    返回值:\n",
    "        一个tuple (Q, policy)\n",
    "        Q 是一个dictionary state -> action values\n",
    "        policy是一个函数，输入是状态，输出是一个向量，表示这个状态下每种策略的概率，这里返回的策略是一个固定的贪心的策略。\n",
    "    \"\"\"\n",
    "    \n",
    "    # action-value function.\n",
    "    # 一个dictionary：state -> action values\n",
    "    Q = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    # 权重的累加值，也是一个dictionary：state -> action权重累加值\n",
    "    C = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    \n",
    "    # 我们想学的策略pi，我们通过修改Q来间接修改它。\n",
    "    target_policy = create_greedy_policy(Q)\n",
    "        \n",
    "    for i_episode in range(1, num_episodes + 1):\n",
    "        if i_episode % 1000 == 0:\n",
    "            print(\"\\rEpisode {}/{}.\".format(i_episode, num_episodes), end=\"\")\n",
    "            sys.stdout.flush()\n",
    "\n",
    "        # 生成episode.\n",
    "        # 一个episode是一个数值，每个元素是一个三元组(state, action, reward) \n",
    "        episode = []\n",
    "        state = env.reset()\n",
    "        for t in range(100):\n",
    "            # 使用行为策略采样Action\n",
    "            probs = behavior_policy(state)\n",
    "            action = np.random.choice(np.arange(len(probs)), p=probs)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            episode.append((state, action, reward))\n",
    "            if done:\n",
    "                break\n",
    "            state = next_state\n",
    "        \n",
    "        # 打折回报的累加和\n",
    "        G = 0.0\n",
    "        # 采样重要性比例 (回报的权重)\n",
    "        W = 1.0\n",
    "        # 当前episode从后往前遍历\n",
    "        for t in range(len(episode))[::-1]:\n",
    "            state, action, reward = episode[t]\n",
    "            # 计算t时刻到最后时刻的回报\n",
    "            G = discount_factor * G + reward\n",
    "            # 更新C\n",
    "            C[state][action] += W\n",
    "            # 使用增量更新公式更新Q\n",
    "            # 通过更新Q也间接的更新了目标策略pi\n",
    "            Q[state][action] += (W / C[state][action]) * (G - Q[state][action])\n",
    "            # 如果行为策略选择的Action不是目标策略的Action，则p(s|a)=0，我们可以退出For循环\n",
    "            if action !=  np.argmax(target_policy(state)):\n",
    "                break\n",
    "            W = W * 1./behavior_policy(state)[action]\n",
    "        \n",
    "    return Q, target_policy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500000/500000."
     ]
    }
   ],
   "source": [
    "random_policy = create_random_policy(env.action_space.n)\n",
    "Q, policy = mc_control_importance_sampling(env, num_episodes=500000, behavior_policy=random_policy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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D9I52i0hLS2szxR8AEhMTUV9f3+Z29xIFd0Hhqquuws6dO7F161Z88803ePjhhzFmzBisWrUKkiTh7rvvRlZWFl544QX07dvXE87Z3d8xb+6f56OPPmpT2Ogo/PLEiRP4+uuvsWPHDrzxxhue22VZxsqVKz3FgY7+/dxtP//88+3uJNKvXz/P/7uXfKSlpXXyExERUSQQOHPAJxYHiIi8pKSkYObMmfjb3/6GH//4x22uQv/pT39CRkZGixkBlZWVKC4uRm5uLoDmJQdVVVWeKcwGgwGyLAekv8ePH0dlZSWeeeYZT3u7du3q0cDWHUz4/vvvY+TIkairq/MEEbp9++23mDdvHm688UYAzQOywsJCZGdn+zxueno6Dh061OK2AwcOtPh+3LhxyMvL8znI76n09HSUlZV5vldVFYcOHerSEg+3rKwsZGVlYevWrbjqqqvafYxer+/033jEiBE4d+4c8vPzPbMHrFYr9u3bhx//+Mdd7k97xo0bh9raWpSVlSErK8tz+9ChQ/H999+3efzevXuRkZGBpKQkz22pqamYO3cu5s6di/nz52Pu3LkoLCxEcnIyCgsL8fzzz3tmiJSUlLS7XeSePXtazOLYvXu3ZylOa+PHjwfQHNI4Y8aMLv2cgiBg1apVGDVqFP785z+3KJgcOXIEjz/+OMrLy5GZmYlx48Zh27ZtLZaquPXp0wdZWVkoLCxs8zve2tGjR6HX69vM6iEiIuptGEhIRNTKCy+8AJ1OB7PZjM2bN+P06dPYu3cvHnroIezYsQPLli1DbGys5/GxsbF48sknsW/fPuzbtw+PP/44xowZ4ykg5OTk4Ny5c9i9ezeqqqrapKH7o3///jAajXj77bdRXFyM7du3Y/HixZ6rzd11xx13oKqqCosWLWoRROg2ZMgQbNq0CXv37sWxY8fw9NNPdzjdHQCmTZuGo0eP4t1330VxcTH+/ve/45NPPmnxmJ/97Gf45JNPsGTJEhw8eBBFRUX46quv8MQTT/h1dXratGlYt24dtm3bhvz8fCxatAhnz57t1jEEQcDjjz+OFStW4NVXX8Xx48dx7Ngx/O///q/nqnJOTg7279+P4uJiVFVVtTs74YorrsD48ePx0EMPYdeuXThy5AgeffRRuFyuFgPqnhg/fjzS09M9SyHcHnjgAfzrX//CCy+8gMOHD6OgoAArVqzA3/72N9x3332ex/32t7/Fxo0bUVBQgIKCAqxbtw7x8fHo168fUlNTkZycjPfeew8FBQXYtWsXHn744Xa3aNy0aRNWrFiBwsJCvPXWW/jkk098hkoOHTrUs0PH2rVrUVxcjEOHDmHVqlX4y1/+0u5znE4nVq1ahblz52Ls2LEYP348xowZg5EjR+Lmm29GamqqJ5jwiSeewGeffYbf/OY3OHz4MPLz87F69WoUFhZCEAQ888wz+Otf/4rXXnsNx44dQ35+Pj799FP893//d4s2v/nmG0yZMgVxcXHd+jchIqLwJIhiUL4iUWT2mogogPr3749PP/0UEydOxDPPPIOpU6firrvugsPhwIYNG9pc5czKysKdd96J+++/H3PnzkVsbCzeeustzwB99uzZuOGGG/CDH/wA48aNw+uvv65ZX1NTU/Hqq69i27ZtmDlzJp577jk8++yzHU7L7og7mLCmpqbN9oMAsGTJEmRlZWH+/Pm4/fbbMWDAgE63z5sxYwaefvppvPLKK5g1axZ27tzZItgPAKZPn47Vq1fjwIEDmDt3LmbNmoUlS5YgMTHRs668Jx555BHMmDEDP/nJTzBv3jykpqb2aLu/e+65B3/4wx+wYcMGXHPNNZg3bx62bt3qWfLx4IMPIiEhAbNmzcK4ceOwZ8+eNscQBAFvv/02cnNzcffdd+OGG25AdXU1Vq9ejZSUlB7/jAAgSRLuvPPONlvuXXTRRfjggw+wZ88e3Hbbbbj++uuxevVqvPDCC/jpT3/qeZzBYMBLL72Ea6+9FnPmzMHx48fx3nvvIS4uDpIk4Y033kBBQQFmzZqFp59+Gg888ADS09Pb9OOpp57C5s2bMWvWLLz++utYtGhRm0wBb0uXLsUPf/hDLFu2DFdeeSUWLFiANWvWtNnm0m3jxo2oqKhoEYIoSRIMBgMMBgPmzJmDVatWQVVVzJw5EytWrMDu3btxww034MYbb8SaNWs8SzZuu+02/PnPf8amTZtw/fXXY86cOVi2bJkn4wFoXn6wfv16v4s3REREkUDoztTTM2fOhG4BJhFRGFq6dCnWrl2LHTt2hLorFOWqqqowffp0WCyWXjsF3p3B0dHMGFVVIctyhxkNXbVu3Tq8/vrr2LRpU48LbkREkaZfv369eVG+uueqy4PS0IVffg0AEXUu+U5HRETUC6SmpuK1115DaWlpqLsSUu4CgsFg8GvWCdC8jOHll19mYYCIiKICAwmJiIh6ia4G+0ULSZIgSRJkWe5RKKjZbA5Ar4iIKJRE7lbgE5cVEBERUUToyrKCjmi55ICIqLfq7csK9l4zrfNHaeCCz7YDEbasgDMHiIiIKCqYTCYoigKbzcYiARFRlBLEiBqvBxWLA0RERBQ1VFX1zEAA0OMlB0RERL0NiwNEREQUFdpbjuDOJVAUBS6XKwS9IiKiYBIYMusTzwwREVEYS01NDXUXehVfWUuiKMJgMPiVaUBERBTJOHOAiIgojHEbveASRdEzk4C5BEREvQ8zB3xjcYCIiIiigiAIPmcOeGMuARERRSMWB4iIiIg6wFwCIiKKBiwOEBERUVTwN0vAnUvgXnLQlVkIREQUXkSJywp8YXGAiIiIIoa/A3wtBvTMJSAiot6IxQEiIiKibmIuARFRZGIgoW8sDhAREVFU6GogYU8wl4CIiCIdiwNEREREGmEuARFReBO4RbBPLA4QERFRVPA3r6A7mEtARESRhsUBIiIiighaDO6DeSWfuQREROGHmQO+sThAREREFATMJSAionDG4gAREWlOPL+ej1OpKZwEMpCwO9y5BKqqwuVyhUWfiIiiBWcO+MY0BiIi0lxMTAxiYmJC3Q2isCYIAgwGA/R6vaegRkREFCqcOUBERJpTVZWDHaIuYC4BEVFwceaAbywOEBERUVQI5m4FPcVcAiIiChUWB4iIiChk1IY6ON5bDhgMgMEIwWD0+m/L28SYWKixsRAMRgiGmOb7jF7P6UWzVdy5BO6tEJlLQESkjd70XqE1FgeIiEhz7qnSRJ1x/XsLlOLj2hxMb/hPocBdNDDGQE5Ih3HcROCKmdq0E0SiKHpmEsiyzJBPIiIKGBYHiIiIKCRUlxOuf2/R7oBOB1SnA2ishwpAFQTIaTmw7fgWDRs/RuM6C0xzbkHMRVMiqnjVOpcAABwORwh7REQUuUQpcv7+BxuLA0RERBQS8t6dQEN9QI6tSjq4EjJhP3zIc5stPw+2V34HXXYOEm68FbGXXQ5BlALSfiAlJSWhtraWuQRERBHObDbPBvAKAAnAWxaL5cVW9y8DMOP8tyYAmRaLJfn8fTKAA+fvO2mxWG7ytz8sDhARkea4rIC6wvX1FwE5rqo3wmlIhCPvWPvtnj6F6uWvoG7taiTMuQWm6TMh6PUB6UsguXMJVFWFy+ViLgERUQQxm80SgD8DmAWgBMAus9m8wWKxHHY/xmKxPOH1+EcATPQ6hNVisVygZZ+YxkBERERBJ+cfgVpaov2BY0ywC7FwFBV23ofyMtS88wZKn3wQDZ9+BMVu174/QSAIAgwGA/R6PbcQJSLqhCAKQfnqgskA8i0WS6HFYnEAWA3g5g4efzuAVRqcAp84c4CIiIiCzrXjS82PqcYlwN6kwFV2qlvPU6qrULvyHdRvWIP42TcgbtZ1EE1xmvcvkFrnEsiyDFmWQ9wrIqLoZjabd3t9+6bFYnnT6/tsAN5vWCUApvg4zkAAgwB85XVzzPnjuwC8aLFY1vvbXxYHiIiIKKiUijIoR/drekw1MQW2qkbIVZU9PoZSX4e6D99H/cfrEXf1dYi/7kZICYka9jJ4JElqscsBlxwQETUL5laGFovlIo0OtQDAPywWi3fVd6DFYjltNpsHA/jKbDYfsFgsBf40wrlnRESkOWYOEPCfNfEmkwmJiYlITU1FRkYG9N/tALQcrKZlwVpW41dhwJva1ISGDWtQ9vgDqHnvbc2OGwqiKEKv10Ov1/M1SUQUXk4DyPH6vv/529qzAK2WFFgsltPn/1sIYAta5hH0CGcOEBEB0Ol0UFWV03CJekCSJOh0uhZfoih60vSdTidsNhtcLhfkxgbYdnzV+UG7SE3vh6biU1CbmjQ7pufYdjsaN/4fGr/YCNO0GUi4cS50mX00b6c7BEHo0SwAdy6BeyaBoigB6B0RUfjrYh5AMOwCMMxsNg9Cc1FgAYA7Wj/IbDaPBJAC4Buv21IANFksFrvZbE4HMBXA7/ztEIsDREQAjEYjFEWB1WoNdVeIwpJ7Pbv3lyQ1bwMoyzJcLhdcLheampo6TM537dwOOLQJ/lMzc9CUlw/V4dDkeD65XGja/Dmatn6J2EsuR8LN86DPzun8eQHQ0+IAwFwCIqJwYrFYXGaz+WEAm9C8leHbFovlkNlsXgJgt8Vi2XD+oQsArLZYLN5//EcBeMNsNitoXg3wovcuBz0ldOcN5syZM1ywRkS9kslkAgA0BeDqYzTS6/UwmUyora0NdVciXnp6OioqKoLWniiK7RYB3NvlOZ1OTyGguwNLVVFg/90voNZU+d1PtU8uGg8dBkIxuBUExEyajISb58MwaEhQmxZFEXFxcaivr9fsmMwlICJv/fr1C5tL6wGgnrj/lqA0NPDN9QAQUeeSMweIiNB8RY1bgFE0aV0A0Ol0EAShxSwA91IAraagywe/06QwoPQdhKb9B7TNLegOVYVt97ew7f4WxnEXIOHm+TCOHB2Upv2ZOeCLKIoQRdFTAGKRgIgoOrE4QEQEBuhR79TZUgD3LACbzRaUK8eur7/w+xhyn0Gw7tN2pwN/2A/shbO4AMbR42C6/EoYL5gUsX9LmEtARNEgmLsVRBoWB4iISHO88hhcnQUCulwuOBwONDU1hWyNuXKyEOrJwh4/XwXgyhgI+/7wKQwAgJSRCUEQYP/uW9i/+xa6ftmIu/ZGxE6dDkGn17y9QMwc8MZcAiKi6MXiABEROHMgEHg+tdfRUgD3LIDOAgFDxZ9ZA6ogwpncF45DBzXskf/0AwZCqa2B0tjguc115jRq31mO+nUfIO7q62CacQ3EuDjN2gz260qSJEiSxFwCIuo1wmi3grDD4gAREVgcoPDRXiBgRkaGZz146zyASKDUVEE+uKdHz1UlHRymNDiPHdW4V/4xDBsBV8kJwOls936lphr1/3gfDf+3DqYrZiLumhsgpaVr0nYoBujMJSAi6v1YHCAiIgqBjpYCeGcBGAyGoO5WEAjyN18BSvenpqt6I+xSPFwF+QHoVc8ZR42FM/9olwIRVZsVjZs+RuMXGxE7+TLEXX8z9DkDe9x2oJcVdKV9vV4PVVWZS0BEEYmZA76xOEBEBM4c0BrPZ7POAgHdswDCdSmAFlSHHa6d27v/vBgTbC4d5JPF2neqpwQRxlGj4cw70v3nyjKs32yH9ZvtMIydgPjrb4Zx9Djt+xgkzCUgIup9WBwgIgIHs+Sf9pYCSJIEVVU9swBCHQgYKvJ3/wKsTd16jmpKhLXRCeXc6QD1qvsEgwH6gYN6VhhoxXFwH6oO7oNu4CDEX3cTYiZfCkGUutaPEM8caA9zCYgoovDznk8sDhARgen61DUdBQK2zgLgdOvm15Vrx5fde05iKqwVdVBqqgPUq+4TExNhSE2Do0jb5Q2uE0WoWf4KpH+8j7hrb0Ds9JkQjTGathFMzCUgIopsLA4QEZ3HmQPaieSZGB0tBWgdCMirpB1Tjh2AWlHW9cenZMJ6uhxqQ30Ae9U9UkYWBEGFo+RkwNqQK86hbuU7qF//IeJmXgPTrOshJSa1+9hwnDnQGnMJiIgiE4sDRBFIp9NFTEp5pIjkwSz1TEeBgO4CQLQuBdBKd7YvVNL6wlp0EqrNFsAedY9+QC6UmiooTY1BaU9tbEDDR2vRsPEjmKZegbjZN0LXp1+LxwiCEDGDbeaypcyMAAAgAElEQVQSEFE44laGvrE4QBSBkpOTIz69PNywONB7tbcUAIieQMBQUUpLoOR3bX2+nNEf1rx8n9sChoJh+Ai4Tp4AXCHok9OJpi1foGnrlzBOvAjx198Mw9ARwe+HhphLQEQU/lgcICIizQW72NJRIGDrpQCcdRMcXZ01IGcNhPXwESCMriobR4+F83jXtioMKFWFfc8u2Pfsgn7YCMTf/F8wTb40ogfWzCUgolDjVoa+sThARATOHIgUHS0FcO8KwEDA0FMb6iHv/bbTx7mycmE7eDD0g3A3UYRxxChNdiTQmlJTg5rlf4S8/3sk3bkw1N3xmzuXwGg0orGxka9XIqIwwOIAERGFlY4CAbkUIDK4/r0F6GSGhjMzF/YDB4LToS5o3qowt3nGQJgRU9OgOuxQGxpQ99nHsOUfQ9JPn4QuPSPUXfNbbGws7HY7AOYSEFFwMHPANxYHiCIQB0PUG/haCsBAwMimupzNxQFf9wNwpQ+A/WD4FAbExERIyclwFRWEuittCMnJgAootTWe2xyF+ahY/HMk3/cwYi6YFMLeaYu5BEREocXiAFEEUlXVM5WaKBx5L9NoLxBQEIQWswC4FKD3kPfuBBrq2r1PFUU4EvvAefhQkHvlm5SZBUFVIZ85HequtCHEJ0DUGyCfK29zn9rYgOpXXkLcnFuQcOttEEQpBD0MDOYSEFEgMXPANxYHiCIQ18dTuGlvKYBOp0N6ejoDAaOMa0f7QYSqTg9HTAqceceC3CPf9ANzoVQHb6vCbjGZIMbHQy496/sxqorG/1sHZ0Eekn/yOKSk5OD1LwjcuQSqqkKWZRYPiYgCjMUBogjE4gCFSkeBgK2XAqSkpHDLzSgjFxyFerakze2qwQi7EAdXYfhM2zcMHwnXyeLQbFXYGaMRupQ0uE6f6tLDHUcOoWLxz5Hy4BMwjBgV4M5pqyuzAtzFR4C5BETkP2YO+MbiAFEEYnGAAq29WQAAAwGpY+1tX6jExMHuFCGfPRGCHrUvbLYqbI9OD11W3+bCRTcoNdWo/N3/Q8K82xF33U299j2CuQRERIHD4gBRBGJxgLTgKxDQvc6XSwGoO5SKcihH97e4TY1PhK3WAaWyNES9akUUYRwZnlsVAgBECcaBubAXHO/Z82UZ9Zb34Dh+DMk/fghiXJy2/dOYIAg9Htwzl4CIeoozB3xjcYAoArE4QN3R0VIAp9PJQEDShGvHFy2uxCuJqbCdq22Rsh9KgtEI48BcOPLCb6tCAIAgQD9oCOwFeX4fyv79LlT85hmkPPQk9LmDNehcYPhTHPA+BnMJiIi0weIAUQRicSAw3Oc1Eq9AtRcIKEnN6eVcCkCBptqaIH/3L8/3SmoWrKdKoTY2hLBX/yEmJEKfmgpHYX6ou+KTfuiI5qUOGpHPlaHif36NpLt+CNOVszQ7rpa0/HvLXAIi6jLuVuATiwNEEUhRFIj8wxaVfC0FaC8QkB+OKVhcO7cDDjsAQEnvB2vBCah2W4h71ax5q0IFzi6G+4WCYcRoOI4d1v7ALidq//YmHHlHkfSD+yEYjdq3EYaYS0BE1DMsDlDApKamoqqqKtTd6JVUVWVxIADCaeZAe4GAgiC0mAXApQAUDlRFgfyvzQAAOTMH1qPHw2YHAP3AQVCqKqBYm0LdFZ8CVhjwYv3XNjhPFiHloaeg65sd0La6I9B/b5lLQETt4exb31gcoIDh4DVwuKwgMIJ9XjtaCsBAQIoUysE9UGsqIWcNhPXQYSBMilXNWxUWAWH82tEHoTDg5io5hYr/9wsk/fABxE6ZGpQ2OxOsYixzCYiIuobFAaIIxOJAZOkoEJBLASjSub7+Aq6sXNgOHAh1VzzCeqvC8/TDR8EZpMKAm2qzouYvf4Qj7ygSb78Hgk4f1PZbC/ZMLeYSEBEACLyA6ROLA0QRiMWBwPD3vLa3FABgICD1XsqpIjhVEbYDe0PdlWaiCOOIMN6q8Dz9MG3DB7ur6cuNcBYVIOWhJyClZYSsH6FcxsVcAiKitlgciBJ9+vRBaWlw95kOp/XbvQ2LA4HRlfPqKxDQvaaVSwEomigHdiE11gbr9MloLK+D/fhxIERXYwWjEfqcgSEddHeFfvAwOAuOh3xWg7PwOM4tfgbJ9z+CmPETQ9qXUGIuARHRf7A4EEWCPVB3J+pz2p72FEVhcSAAvIsDHS0FcDqdDASkqKfWVsHgrIcIFXFKPeLSBbgyx6HeJqEprxBKTXXQ+iImJkFKSoKruCBobfaELncwnCcKwyaXQW2oR/Wy3yL+hlsRP9cc9Km24XQBgbkERNFDEPkZ2hcWB6JEKAbqvLodODy32mgdCBgTEwOj0ej5cMilAES+ub77F2LqK1rcplPsSDEASWP7oEkcjsYzVXAU5Af0KrmU1QeCLEM+ezpgbWhBlzMQrtMlIZtZ4ZOqouGjNXAU5CH5J49BSkwKWtOCIITdIJy5BEQUzVgciBKhKA642yTtcSvD7vG1FKB1IKAgCLDb7bDb7aHuMlFYUx126BsqIDhs7d4vAohX6hDfRwdH9kQ0NAJNR49DbajXtB+63EFQK8N7q0IAkPr1h3yuDHA6Qt0VnxyHD6Bi8c+R8tMnYBg2MihthtPMgfYwl4Col+JnaJ9YHIgSobjSzAFs4HDmQPvaCwQUBKHFLICOlgLo9XqeV6IukPfuhMnRtYG+QbYiNQZIviAHjUhAY0k5nMVFfvchErYqBAApqy+UmmqotvYLKeFEaaxH0wYLHDkDYZozD2JcfEDbi5S/t8wlIKJoweJAlAjFVXyui6dAaL0UwD0LAAADAYmCQFVVSOUnIdZVdet5IlQkoA4J/WNgHzgJDXUyrEePQbVau92HSNiqEADE9AwoTQ1QmxpD3ZVOGfrnQBQUuPKPwpV/FPadO2C6/lbEXDELwvm/sYEQSQNt5hIQ9Q7MHPCNxYEoEariAGcOUE91FAjovRSgqalJs+UynJFB1Dkl7yBiVP+ughvlJhjjAPmiIWhUTGg8cRauklOdP1GSYBo1Brajh/xqPxjE5FTA5YJar+1SCs0JAmJGj4F8sgCyV0FVbWxA44fvwrbtc8TNuxOGcRcGoOnwXlbgC3MJiKi3YnEgSoRiij8HWtQV7S0FABCSQED+zhJ1Tig+CrFCm/A/SZWRKNQjMTcejuGT0VjtQOOhI1AdbXM/mrcqHBARhQEhMQmQRCiVFZ0/OITEpCQYMjMhFx7z+Ri57CzqXv8D9CPHIm7+XdBlD9Cs/UgtDnhjLgFR5BEEXrz0hcWBKBGKKf6cOUBuvgIB3es3w2UpAIsDRB1TSk9DL1shBGAAZHDUwxAHJF4yHA3OGDQWlUAuPQsAEBOSICYlwFVcqHm7mouLhxgTC7m8NNQ96ZBh2HCgqhxySXGXHu88ehA1L/wSxsuuQNyNZoga7GrQG4oDbt65BO73NiKiSMPiQJRQFAV6vT6obXKgFX06WgrgdDo7DQQMB/ydJfJNPbwHuqqzAW1DUlxIkhqQNDQZ1hE5aKhzwnnqFJTSwLariZgY6BKT4ArjbRUFowHGocMgF+Z1/8mKAvvXm+HY/W/Ezr4ZsTOvgxDkzxbhTqfTITY2FvX19Z7ZBEQUZpg54BOLA1GCmQO9j7v4EuyrLh0FAoZiKYCWWNAiap8kSZDsVkBu8rl9YSAYRQdUwQp7bg6aDjUATmfQ2u42vQG69Ey4Sk6Guic+6fv3hwilZ4UBL6rNiqb1q2Hb/iXi5t4O46RLenSc3jRzwM09e0AQBM+SA+YSEFGkYHEgSoQic4DFgcAKdHHA11KAQAYChhqLA9oKVQGrNwn2+XO/1vV6fZvCX/2X26CrD94aekUQYXMIQF0NjKiBNHIQGksqoFR3b5eEoJB00GX3D99lD+7QwRP5UDT8e61UnkP9W6/Cunkj4ubfDX3uEM2OHclav2aZS0AUXgSOT3xicSBKhCJzgAOtwNLq/LYXCCgIQotZAOG+FICIus579o93EcA7A8TpdLYo/KkuF8RzJdDVBK84YDckAyfyPd/r6quQkBGHpuRkOIvCaBAuitAPzIWzML/zx4aAmJICQ1pah6GD/nIV5KH2d4tgnDwVpptvg5SSFrC2wl1HBT3vXAJuhUhE4YjFgSjBq/i9T3eKAx0tBQinQMBQY0GLepPWs3/0en2b7UDtdjsaGho6HaQoh7+H0dUUpJ4D9oRMqMePtrlddFgRBxvs48fDun9/0PrTEf3gYXDmB27g7Q/j8BFQK0ohnz4R+MZUFfZvv4bj+12InXUDYmfNgWCMCXy7YaYrs33c78mqqjKXgCgEBGYO+MTiQJQIxbICCqz2BrIdBQL21qUAWmJxQFtcVhAcvl73rWf/dKUI4LONc6cglJ/SuOftcyRkQO5gsC1ARUzdGUgTx6Px8DGo9rbbHgaLYfhIOPLaFjFCTYgxwjhkqN/ZAj2hOuxo+ngN7P/ajPhbFkB38dSo+rvanb95zCUgonDD4kCUCMWyAgoc95V/k8nkuQIBRH4gYKixOEDhrL0lQEDgX/dyYR5iFFtAti9szRWbBFdxMdCFtvTVZ5AwbCAaz1ZDrjwX8L61aX/EaDiOHQ56u53R9x8AUXWEpDDgTa6uQu07r8O45TPEm++BkDs0pP0JFkEQelSEYy4BURAJvGDqC4sDUYRX8SKLr0BA7/2TFUWB1WqN6qUARL2J+0qiOwvAvRwgPT09ZEuAxJJ8iGWBnzWgGGLgqKgCnF2fCSA1VCE+1Qhr8jA4Co4HsHctGcKxMCCKiBk1GnJxPhQlfK5A24vyYX9pEeImT0X8rXdATkoJdZcCyt/PWcwlIKJQYnEgirhzB4I5bc3dJt/cfOvqlODWgYBxcXGe5QKkDc4c0BYLkb65Z/x4FwFahwI6HA5YrVaIoojKysqQ9FOpLIfB1RDw7QsVUYTNBqC+ttvPFZ12mGCHbsIENO3f36VZB/4Ix8KAlJIGfWpSQEMH/dW4cwca9+xE8uybEHf9XDglXa/8G6HVRRjmEhBRKLA4EEVCMfDhcoZmHQUC9nRKMAey2uM51V60n0/vGUDuQkDrHJCOdgMJ9fkT8g9Cqg78lH27Pgk4U9Dj5wsAjLWnIV0wDg1HjkO1WbXrnBfD8JFhVxgwjBgJlJ+BfCY4mRB+cTlR839rULf1c6Td/kMIl8/odRcQtJ6hyVwCIu0xkNA3FgeiSCh2LHAHIUbLm5mvpQCBCARkyCRR+PCeAeQuArTeEtRqtcLpdEbM1VLV1gRdYzWE2sBuX2iPz4Sar02on676DBKHZKPhXD3k8jJNjummHzocjuPhc2VeiI2BcdBgyEXBW06hGYMRVR++i+rVbyPu0isQP30W5My+vWImXCCXbzKXgIgCjcWBKBKK4kBv3UKxvWCw1gOBjq4GaoFXubXHc0qd6UooYGNjY68IA1WP7oNkbwhoG46EDMgaD7jFxhokJBpgTR4Be542xzYOHQF7UX7Alyx0lT5nIETZFpGFATEtHYLiglpfCxVA/ZefoP7LT2DIHYKEK6+FNHEKXKIU6m72WDCynZhLQOSnXjg20QqLA1EkVDMHInWw1dFSgFAFg3mL5HMbrnhOtRWp5zOcXvuhCpFVFQW62jIIpScC1obLlAxXcREA7X8+weVArFoJ6YIJaNrnXw6BbuAg2IsLgXCYASeKiB0zFq7CYxE5IBRT0yGoMtR2siUcxQWo/NvrEFa9jbgplyPmshlQsgeGoJf+CeZrlrkERKQ1FgeiSKgyB8J95oCvQMBALAXQUqQOvIjChSAILQIBvUMBnU5n2L72g0E9fgh62R6w7QsVfSwc5ZWA0xGQ4wOAIADGmtOQJoxBQ14R1KbGbh9D6p8D+ewZwOUMQA+72Ze0NBhTk+HMPxLqrvSImJIGQVCg1nYcOqnabWjY9gUatn0Bff+BMF1+FcSJUyCY4oLU08jDXAKi7uHnZ99YHIgiocwcCAeh2iM8UBj2SNQ1oii2KQJ4FwCdTmfAlwFFGl3FKeBMcUCOrYgSbDYFaOj+zgQ9oaspReKgPrDW2OE4XdLl50l9+kGprIDq6PrWioFiHDEKSlkJnCUnQ92VHhFTUiGIgFpb063nOUtOoHb12xDW/B2xF14C3SXTIQ0ZGdbvfaHuG3MJiMgfLA5EEUVRoNfrg96mexAeDL4CAb23BwvlUgAthVPhhag9wf5Q6p4F5F0I8M4CcTqdEVUADBXl9AkYXbaAbV9o1yX6tTNBT4iNtTDF6iGMGAn7sc7DD6WMLCgNdVCtgdn1oKuEWBOMubmQiyMvW8BNTE6BIApQa6t7fAzV6UTTt9uBb7dDl9UXxkuvhP7iqRATkzXsae/CXAKiDvDzs08sDkSRUExDD9QA1tdSgGAGAoYalxVQJAjE72jrXQHa2xa0NxQAQ0U6UwhUng3IsbXcmaC7BJcTJlcFpAsuQNP+/YCP9wYxNQ2q3Qa1IbBhjJ3RD8yFaG+K/MKAToJaU6XZMV1lZ+Favwr4yALjuEnQXzId+lHjIfDDfruYS0BE3cHiQBQJ1W4FPR0cdBQKFqlLAbTE4gD1Zq1f/3q9vs0sIPdMAH7Y1Y5aWw2DrQZCjfbbFwZiZ4KeMNaUQDd+FOrzT7QpAAjJyYCqQqkLzpKHdkkSYkaNglyYByWC39fEpBSIeh2U6srANCDLsO/dCfvenZBS06GfMg3GS66AlJoemPa6KFw/i3jnEriXVBFFK0Hk52dfWByIIuG6laGvpQDhHggYaiwOUG/A1394EU4chdBYp/lxm3cmKEQgdiboCammDIk5GWisS4brfA6BEJ8AUW+AfK48dP3KyIAuIQ5yQeiLKP4QE5MhGgJYGGhFrqqA/Ok62Db+E/pRY2G8dAb04yZCkIL7MTdUu4t0lyiKMBgMzCUgojZYHIgiod7KsL1AQO/1wNGwFIAomni//rkUKPypDjuMdeXAWW23L2zemaACcIY+8d+baK1HvFEH26jRsJ0ohhgXD7ksMMspusI4ahSUs6egnO1eaF+4EROSIMYYoFRpP/ukU6oC5+H9cB7eDyExCcbJ02C89EpImX2C0nykFAfcmEtAUUvgMiRfWByIIsG40tzeUgC9Xo/09PReFwhIRG1JkuTJAjAajTAajZ61ru7tAaN1KVBPBW3P9KIjEF12QMP2mncmkIEG7WcjaEGIj0d8egpiUuPhaHTAlRAPV1kZlPrg9VcwmWAcOBBycX7Q2gwUMSERYmwMlKpzoe4K1Lpa2L74v+ZZGLEmxMyYDf3IcQFtM9KKA27uz24AuBUiUZRjcSCKaDlzwNdVwPamAqekpKCiIgRXEIgoYFrvCtA6D8TpdHoyARyOwO1lT9pQVRWGqjNQTxdDyxKyXZcAnCnU8Ij+E9KzmlPurQ1AVTlwuhA6nP9AJAHoFwfFmAGXIR6yIsLVaIWrogJypfbvYzFDhkFtqu0VhQEhIRGiKRZKZegLA2663KFwlRQDsoyGowcg9c2B8cprYbjoMggB2EkpUosD3phLQFGBmQM+sTgQZdyzB7r65tXeUgCAgYDUe3X3NdKbec8E8t4ZwDsUsKM8AL1ez1wMPwXt/J3Mh6TYAbt2W/eFcmeCFkQRUp/+kOLjIVeVA/VVzV8dPcXeBIO96T83pOuh9MmFHJMAGTq4rHa4qqrhOlcO9OQqq1fooJYzNUJFSEiAZDJBqQxdXkNr0oDBkE+fbPHvI589haZVb8H68YcwTpsF49SZEOPiNWuzN713MJeAKDjMZvNsAK+guTz9lsViebHV/QsB/B7A6fM3/clisbx1/r4fAPj1+dv/x2KxrPC3PywORBn31oLeH+R9BYJ5DwC4FICiRTQWB7z/BriLAK1nAtntdjQ0NHBNai9lqDwFteyMZrMGHAmZod2ZQG+A2Kc/BL0OqCwFKs9C9jMbT3TZITbYoXffkASoKf0gxyZCFg1w2V1w1dTCWVYKdDBbRsrIhC4uNuJDB92E+HhIcfFQKspC3RUPacAgKKUlgNz+Zxa1rha2j/8B2+cbmnMJrpwNKSPL73Z743uHKIqemQTcCpF6CyFMMgfMZrME4M8AZgEoAbDLbDZvsFgsh1s99AOLxfJwq+emAlgM4CI0p/1+d/651f70icWBMHHkyBGsXbsWqqrikksuwdVXX93i/urqaqxcuRJWqxWKouDGG2/E6NGju3x8WZZRVVWFU6dO4eTJkygtLUVpaSlycnKwcOHCgAaCReNgK1h4bqk7uhIKaLVa4XQ6+TsVRZSKMujs9VA12r7QFZcCV1EBgr4zgSkBUlYfQJGBirNA+amANykoLugaq6ADYAQAE6AOSodsSoQsxcLlVOCqq4errBRqUxNiRo+GfPoElAa/PruFDSEuAVJCPJRzYVQY6J8LpfQM0JWLGQ4H7F9/CfuOr6AfeyFiZsyGbsiIHrfdW9+P3Z810tLSUFNTw1wCIu1MBpBvsVgKAcBsNq8GcDOA1sWB9lwL4HOLxVJ1/rmfA5gNYJU/HWJxIAwoioJ//OMfePDBB5GcnIyXX34ZY8eORZ8+/0nX/eyzz3DBBRfg8ssvR2lpKd544w0sXry43eOdOnUKZWVlKCsrQ3l5OSormy+XpKWlITc3F5mZmRg8eDDS0tJgMBhQVdXx9Eotfr7WsxVIGywOaK83bBEZLsuBesO5jAb60gIotbWazBpQDLFwlJYDruDsTCCkpEFMSW9eDlFZCpwpDkq7HfYJKnRNtdChtrlgYACQkwRh+OWo2723w1kFkUSIi4eUmADlXGmou+IhZQ9o7k93f/9UFc4D38F54DtIAwcj5srZ0F8wGUI3c5qi5f2YuQREXWc2m3d7ffumxWJ50+v7bADelewSAFPaOcw8s9k8HUAegCcsFsspH8/N9re/LA6EgRMnTiA9PR3p6ekAgIkTJ+LAgQMtigMAYLPZAABWqxVJSUk+j/fdd98hMTERubm5mDx5MlJTUz1hYSkpKbBarZ5jBQMHCIHDc6u9SDmn7e0M4n6dczkQdZXa2ABDwzkoGmxfqIgSbE0y0FivQc98ESBk9oWYkAjU1wC1lUBTeO6E4E03dBR0VaeQPGIAqg/YoTY1df6kMCaY4iAlJUIpD6PCQL+c5jBEp3/FF/lEIRpXvA7xIwuM06+B8dIrIMTEdum5giD06qVXrQsfzCWgiBXEQEKLxXKRn4f4CMAqi8ViN5vNDwBYAWCm/z1rH4sDYaC2thYpKSme75OTk3HiRMsParNnz8by5cuxfft2OBwO/PSnP/V5vFtuucXnfaEY+Gi5SwK1FCkD2UgSbudUEIQWuwK0zgRxOp0dhgISdUQ6fRyqzQ5B9W9Ao6gq7FICUBGAnQkkCcjKhhgTA6G6Aqg91/wVIcTsgZDqmqfd652NSBo/EjXfHQCcwZldoTXBFAcpORlK+dlQd8VD7NsfSnUl4LBrdkylqgLW9e/Dtmk9DJdegZjp10BMSevwOb155kBHP5t3LoEsy726QEKksdMAcry+74//BA8CACwWi3dizlsAfuf13CtbPXeLvx1icSBC7NmzB5MnT8aMGTNQVFSE9957D88880y3B92hGKiH22CrN+G57T3coYDehQDvUECn0xmQTBCKXqrLBUP1aU22L3TEZ0Et0HBnAmMMhKx+zX/fKssgVIbPQLQ7hORU6OGA4PWaNTrqkHThBNTu2gNE2GtZiDVBSkmBUnYm1F3xEPtkQ62tBuyBmRGpWptg/+pT2Ld8BsPEyTDOuA66nNx2H9ubiwPu9yNf3J9HvJexsWBN4aq7S4YCaBeAYWazeRCaB/sLANzh/QCz2dzXYrG43wRvAnDk/P9vAvCC2Wx2X2G+BsAv/O0QiwNhICkpCdXV/wknqqmpabNs4Ntvv8UDDzwAABg0aBBcLhcaGxuRkJDQrbZCURzgzIHA4bnVXqALLt6hgO5CgCAIvXJ7UBavwpt4ugCC7PJ7+0JHQiaU4xoUBuITIaRnQZCdQEUphLLABwoGlMEIQ0oShPq24YMxzhrIF12Ihp2723lieBJiYiGlpoZXYSCrL1BfC9i024LTJ0WG47tv4PjuG+iGjoRxxnXQj7mgxd+43lwc6O7PxlwCos5ZLBaX2Wx+GM0DfQnA2xaL5ZDZbF4CYLfFYtkA4FGz2XwTABeAKgALzz+3ymw2P4fmAgMALHGHE/qDxYEwMGDAAFRUVKCyshJJSUn4/vvvcffdd7d4THJyMvLy8jBlyhSUlpbC6XQiPr77e/OqqupZlxwsiqJwgBAgHHxpT6tz2pVQwIaGBq7TpE4F6vfDWHkSSql/2xe6TClwFeX3/ACpGRCSUiBYGyFUlwNni/3oTRgRBBgGDe5wxkOcqwbKxIlo+v77IHasZ4SYWEjp6VBKT3f+4CARM/oADQ1QrcHPb3DlH4Ur/yjEzL6IufJaGC6+HILBwOJAO5hLQGEpjD47WyyWTwB80uq2RV7//wv4mBFgsVjeBvC2lv1hcSAMSJKEefPmYfny5VAUBVOmTEHfvn3xySefYMCAARg7dixuueUWfPDBB9i6dSsA4I477ujRACYUA/VQFCSiBYsDodVeKKBOp/PkATAUkPwVsNd3WQkkZxPkmp6v3VeMJjhKy7q2ZZybIAKZfSGa4oD6agj1NUBjTY/7EK70I8ZArCjp9HEJQj2UseNgO3ggCL3qGcEYE4aFgSzA1gTV2hjSfijlZ9Fk+RusH6+B8fKrEHf9LVCF3vl5x9/CB3MJiCIDiwNhYvTo0Rg9enSL266//nrP//fp0wePPfaY3+1wWUHvwuKA9to7p+48gNahgO7pki6Xi6GA7eDvZ/gyniuGs7oWPf3LrIg62BqdQFND5w/W65sDBXU6oPochJpyoPfVAzykISMhdaEw4JZgsEEZNhyO43kB7FXPCMYYSJmZUM52/ecJNCEtE7DboDZ24XcvSNTGetg2rUfl6SKoCUkwTJsFKXtgqLulKRbfOIcAACAASURBVC1mRTCXgMIGxyU+sTgQZRhI2LuoqsrCi4bcVzZ0Oh2MRmOLUECn09liFgCvelDEqquGoakSjh5uX9i8M0EcUFHU8QP1BhgvvgTOg99DOBc+V50DSezbH7qG7s3GEKEiKVFEdc5AuE75v6WkVgSDEbqsLMhnwif7QUhLh+ByQG0I5HaZPWMcORqOY80zQJy7v4Y0aDgMl8+CbtykcAo/6zFRFDUfyDOXgCj8sDgQZbiVYe/CwkvPSJLUZntAdygg0Pw721tCAYlaM5QXwtnU8+0LHfGZUAuOdfgYIbMfTGNGIMbZgPqBQyDnHepRWxElMRl6SYHg7P4ASlRlJPeJQ7W9D+Ty0gB0rnsEgxG6Pn3CqzCQkgZBlqHW14W6K23oho6Aq9VuHXJRHqxFeRCS02C4bCYMl1wBwdT9rKhwEcg8BXcugXtJHt93KeD42dknFgeiDGcO9C48tx1rvSuAO/vCHQrovT2gm8lkAgA4I3QP8nDC38/wo9ptMFSfgbOH2xd2ujOBIEI3aiziUoyQVCcEVUVcogF1MSbAFvzguKDRG2BMT4NQV9n5Y32QZAeSczNQbbdDqW27w0HQGAzQ9ekL+czJ0PWhFSEpFQIAta421F1pQzdoKNSTvkM51ZpK2D/5EPbP/wn9pMtguHwWpD7ZQeyhNoIRtigIQovwQs7QIwo+FgeiDDMHehfuBNE2FFCv10OSpBahgE6ns8t5AFyqoa1o//0MN/qyIshOGUIPti90xaXAVdjBzgSJKTCNGAIjHFDjkiE2Ng9wJSjQDx0O58G9Pe12mBNgGDwUQqX/W/zpXFYkjxyI6v32kKTwQ2+Avm8/yKfDqTCQAkESodb4vUOX5qT+A6GWngS6Mmh2OuD89xY4/70F0tBRMEy7BrpREyJmyUGwdmJgLgEFQ6S87kKBxYEo1Zu324km0TSQbR0KqNfrPXkAWoYC8mo39VaqoiCm8gScZd3fvlA2xMFxtgyQ218XLA4ZgcTUGIiww5XWH4b6luvuTTEqapPTgJqeX1kPV/qRoyFWaJepoHc2IGnCSNR8dwAI4gwmQa+HLrs/5JLioLXZGSExCYJOB7U6/H5vpKx+QM257u3WcZ6cfwTW/CMQ0jJgmHo1DBdPgxBrCkAvtROqz43MJSAKLhYHopD7ajOLA5GvNw5k3YGA3l/uICTvrQEbGho45ZCoG3QVJVCddgjV3QvMU0Qd7I329ncmiIlFzOgxMEl2AApciRnQ11e0eZgIIG7YMDTuCr9Bnj+kQcMgaVgYcDM66pB04QTU7vyua1el/aXTQ5edE16FgfhEiAYjlKq2v0+hJqakQ7A3QrXb/DqOWnkO9g2rYN+07j9LDjL7atRLbbmL8aFsn7kEpBkhOi6s9QSLA1HIPc2fA6vIF8nFgdYFAO8phO4iQChCASP5nIYbnsvwYjxXCFd1bbdmDSiqCrtoAiqL29wnZA9EQr9U6GAHAKhGE/SKEwLaf70aVCsa+w4AzobPlHV/iFn9oGsKXDZAjLMG8kWT0LBrd8DaAADodND3D7fCQALE2Fgold0rZAWDkJAIUQeoNRrumGC3wfmvr+D8ZjOk4WNguPwa6EaOC6u/n+HSF+YSEAUWiwNRiBkAvUe4D74EQWizM4B3KGDr7QHDQbifU4o+WhTHhLoKSI21kM90b6u8dncm0OkQO34iYkQrBDS/blVBAOKSIDR0vC7c1C8DjaWnIET6Vb/4ROgNIgRrYP9uxck1UCZeiKbv9wSmAZ0O+pwBkE8VB+b4PSDEJUA0xUGpKA91V9oQYmIhxcdBrSgLTAOqCvnYQViPHYSY0QeGqVdDf/HlEIwxgWkvQjGXgPwm8nOeLywORKFQbmfICq+2wmUg6x0K6L0zgHcooBZ5AMEQLueUCNDual1MeSGcTY5ubV/oSukL5UjLLQjF9CzEDc6BXrUBXnMQ5LRsGOo6v8prFFywDhoOtbDjrRDDmk4PQ58sCDXBuaqdINRBGTMOtkMHtD2wTgd9zkDIp4q0Pa4fBFMcxPgEKOdCv51jG3oddJmZUM4GZ3tH5VwpbOvfg23jGhgungbD1KshpmcGpe1Iw1wCIu2wOBCFuJ0h9ZR3KKC7CNA6FNA9C4CFIOLrPkzYmqCvOQt7N7YvlBPS4MjzHsALkEaMRkKiBFG1t3xsUgb0XSgMuMWnxqHulAGC09Hl54QTw9DhmgYQdkWC0QYMHwlbXgfbSHaHToJ+QC7kk4XaHE8DQqwJYmIylPKzoe5KW6IIfc5AKKEopNiscGz/DI6vP4du5PjmXQ6Gjwl6NyJhjT9zCYj8x+JAFArldobhftWYmrUOBdTr9RAEoUUegNVqhdPp7HVvvhzQUm8iCAJiq05AdgkQ7F3bGk82mmA/feY/OxPEJSB21AjECnagVZ6AYjRBctq6lWOggwz90JFwHdnfjWeFB92IMUEvDACACBWJiSrkAQPhPNm9pSFt6CToBwwKr8JATCzE5FQoZf5vBxkI+iHD8P/Ze9MYSa7rbPO998aSW+VS+9a1dFev7G6yyRZJiVosiDYMzQxpW0B5bH82jBnDgADDBmzAf8aAjQEMf5gBBBjyGPo+CON/xqBGEAT9kDWwLVuwYUkmpeYidrNJ9lK9Vte+5BYZEffOj+rIzqzKrMqsioy4kXkfgCAzMzLiMCojM857z3kPv/txuEEIAefGu3BuvAs6MgHj878E45UvBHLoqP0mKl8CxWEQZUjYFCUO9CBhjL9TPgdyIqspYJgocUARRZq19rh2BfzabZRbTLo41WDtWECxAACg03NIDaeqpoO1CEKBeAq0uNV2vMkExVYyDRS2235vWLCZObC18JJXwl1khxNYL43AXTlizzuj0Kdn4S7KIwzANEH7B8GXghddWkE/cw78zkdhh1EHf/IQ7O4HoKfmwAcnOn48QkjkEuxaXwIhBOwAx4IqFFFGiQM9COe8agoXFCrhCo/apGGvKaAnAMhmCqjoDtR17z/e9bzX5LNZa4+5cgea5QJrhyeTHIBFEsD6XUA3YTz3HFK6DaBxxRfvH4e+c7S+e0oEjLk5VN7tkNGez5ChUWjl7aaTGIKCchvZ2WFsWGXw7TZFGUqhz5yCu3irM8EdBd0AGxoFfxRMH3+76KflEwYAIHHpBaQ0C/z+h7ACEgeivEAQ5dgVHUIZEjZFiQM9COccuq4HfkxVOdBZCCF1CUOjpCEqpoBhohJahQx417NpmjAMAwMDA3X+HrZtt+TvYT65BWtzs6Wy/0pyCOLWTZCRcSSnRmGg+Uqbkx2BcURhwCOuOagMjgKrEprP1ZJIwYjrIEUfR9cdA80pIXthFhvvfgRRaq1VBJRCn5VQGBgZB38k52hL7dRp8MWQWwkawCankUzu/je9fxPpz/5PsBwXlrW/uscvoi4OKBSK1lHiQA8SliGhEgf8wTMFrBUChoaG2k4aFI1R4oAiSGpNPr3rulYE8P69tbXV9vWsbS+DlApAC+MLrb5h8FsfQXvuMlIJAXqAMODGUtCsQluxNIISgtjUJMoyiwOMwZgYB9mQa6yeXskj8/w5bL79PuAcUi5NKfSTc3DvfhJMcC1AdB1sbBLug7thh9IQNj0L8eAuIFlCTNJZ5KYGQcXTKj/bQuHDazDPXkE2m4VlWSiXy74n8lEXB6Icu6JDKM+BpihxoAcJa5Sh18+uaA3PFLBWBKg1BbRtG8ViEYwxbG5uKiHAJ5Q4oOgEB036sG272g6ws7NTdyOr6zoSicSRru/Y8i1YhcPHFzrJfrirq0i89CJiDbwFahGUgZhx0JI/XgFxasM6cRLivkQ98DUYp8+Drj4IO4yGmJVtpK8+j+2f/LR5EiuhMACmQZ+chi2T70ENbGwSWHkMcMkq7DQdmYtnwUS57ml29wMUT5xFsVhELBZDJpOBbdsolUq+3RdQSlWCrVD0CCpb60HUKEO52Ltq6PkB1JoClstluK7b8MdZnVuFrPTiZ7NRZY83qeWoJp9HuSmnVgHa5hPYh4wvdMwkXDOB7FwS9BBhAADc/jEYbYwtbIXESA75hwxEsmQsduEysCxnybtHvLIJfvUl5N96e/+LlEI/eRpu2C77tTAGY3oW9l2J2htqoIPDQGETkHDMZurFF2HuEQYAgC7fA0p5IJ5CuVxGuVyGYRjo6+sD59yXVsIoGhLWooQNxT567N6kHZQ40IOEOcqwV+mkKSDnvOcSMIUibCil+zw+akUAr7LnuJM+jnptm8u3YVVw4PhCoenQJ6aQsrexd0RhI5zcqO/CAAAYcMBOnQP/+APf931U2ImTECsP2hrRGBZJdxP8hSsovnPt2ZOEQD91Gu4diYQBSqGdkFgYyORAudO6j0OAmJdeQJLtFwYAgEBAu3cDztlPVZ+rVCqoVCrQNA2JRAKEkOr44aMQdXFAoVC0jhIHepCwRhn2QgK7t384CFNA5eegUHQOr72ntrqnUXuPVOM+XQfm6iKKTx7joG8GcvYyzO3W+v3deAp6uXOGfMmMgR0zDliljh2jVcjAEDSncGg7hkz00R3wCxdRvv7zXWFg7ox8wsC0ZIaINZBECjRmQKz7L34dF236JNKpg79b2OL1OnHAw3Ec7OzsgFKKeDyORCKBcrnctnmh8hxQdB3qvrkpShzoQcL4kuy2BHZvwtCsfzgIU8BeLN1WRIMofTZrr2mvIsATAbxrWjoRoAnm2n3YNgc9wESPD03C5K0lCIIyUCMGUuqcOKCBQz99FvbP3+nYMVoiloCRSoAU2hwTKAF9MQvu3BmAUri3JRq/Rym0mVNwJa0YgG5A68+CP3kUdiT7ILkBZCeyoOLgxQS6sw6yvgTRP9rwdc45CoUCCCGIxWJtmxdGXRxQKBSto8SBHsUr8w+qTCxKSUItjLF9pcOyJQxRPbcKRRg0MvoE6j0+8vl82+09MmEu34K10Xx8oWAa2NkLYIutlfHz3Cj0nVX/AmxCwgS2Mv3A1nrHj9UQSmFMTYGsSzw94QAoBHIX52CtbaFYHIe7JEGySwi0GckMEWthFPrEBPjDwyd6BI5hInvhFFiLIp62+AHsJuKAhxACpVIJpVKpLfNCZUio6DrUtIKmKHGgRwlaHJCdvSuGe00Ba8cDyoYSBxSK/TQS9oBoXNPHoaXxhedfBC22VgXg9I/BCEAYAABKBMzZWVjvhCMO6GcuSDuZoCVGJqFvLcFgAn1zgyifnkL+ySYqH98MZyQfIdBOStbeUAsh0GfnwBflFC5SL16BwVtvs2H3b8K+/AWAtXZr38i8sFQqNfxOjLrngBI2FIrWUeJAj9JtZf6tUGsKWCsCCCGqK4Ze/7BffgBBoMQBhawEcUO2t72nV0SAZsSe3IJVbD6+kA+MQhsbg/bRtYav1+ImMtCLwZbXJzQH1ugJYOl+oMfV5s6DRVgYEPEUdG6B1FxzMVFEbNhAZfQqCtsOyjdvBme2Rwi0U2flam/Yg376LPgdOeOLPf8ikqQ9/w1iW6CPb4NPnmnrfbXmhfF4vKF5oWorUHQdVN03N0OJAz1KNxsE7jUF1HW9WiXhiQCWZSGfz0daCffoRaFHER38+p45aOTnXp+PXoVaBWhbzccXCsrAnrsCUsgfOjZQMA1U00DKjR3SO0liYgSFpQcgLUxQ8AM6OQO29SSQY3UCQQjY4BDIVmMzPYNbMFKAe/UMCraJ4id3wFeb+1H4gfTCwJnz4Hduhh1GQ7TZ0+iLH22BQlu8jkqb4oDHQeaF3Xq/qFAo9qPEgR4ljNGC3gq3X+pzM1PA2t7hcrncNSJAM1TlgKKbaNbiUzvys1QqRaq6Jyhiy7dg2QApN14dFueugMVNkDt3Dt0Xz44E4jPQCJPYKM2ehghgVZfkBqHzcqQmE+yFTp0G2zjcX4AJjrRWQursCMrnTqLwaBX2nVu+txxoc+fh3pYz8QYAbe6stMIAHRhCdqzvUAPCpu9/sgiUC0AseeQYGpkXEkIiWz0QxZgVAaA8B5qixIEeJaxxhl7y3g6HlQ3LYAoYJmEIPd2O30KWYj97TQH3igB+j/zselwHxuo9FJcajy/kuSHok5PglQqMQ6YOOP3jgfkMNCM5kMLOfR3EOdpc9pYw4zCyfSA7G507RqcZngDbfNzWWyghSKCIxHgClYmryG9WUL75IVBpb7xdI7TT5+HekjPxBgBtdg7inpweAzBjyJybbdmAsBFEcGj3PoRz5qVjh1NrXpjL5Vo2L1QoFNFGiQM9ShhtBQetcBNC9hmINVox7PWy4UaoygGFrHgiZDwerxP3an0+lAhwMK2KVObaPTi223B8oSAU7OJLoJQcOsd912dg88jx+oUOd3cF+sP3OnMAQmFMz4Cst5dYy4SIJaELu85noF0MYaE/A7gvX0ChoqP40Sfgm0czhJRdGGCT0xBL98IxZzwMQtD34gttGRA2gy1e90UcqIVzjq2tLRiGgVQqVRUOonA/pkR+haI9lDjQo3DOq8l30MckhOwTAbxkwbZtlSy0iRIH/EdVDrRHrdlnrSeAJw5QStV13UmEQGz5NsobW43HF559HloyDu5yaBvNk2Gh6aCMgTjB+ww0IpWk2Er0AS1OVmgH/Wy0JxMIELDhUZBNf7wSGFykDRepi5MoibMo3F+Cc+/w9hMP6YWBkTFgcwWQNJmNv/ASEji+MAAAdHsVZOMJRG7El/3V/hbuNS+klKJUKqFSqfhyLIUiMNR9c1OUONCjcM6h63rH9l9rClgrBJimiUqlUlcFoMrTjocSB/xHndPGNJv4UWv2WalUUCgUqu0u2WwWhUIh7NC7Gm17ZbfP+PH+8YUi3Q/txNTug52tA1eZeWYI+s5ap8JsG0oEjLnTqLz3M1/3y+bORXoyAQDQ6TmwA4SeI+8XQJIUkJzqgzX9CvLrBVg3PzwwqdZOX4B760PfY/ELmhsEsYoQlhyi1170uXNImRWgsbR3JLTF67A7IA54NDIvLJVKsKzjt6b4jRL5FYr2UOJAj+JX8lNrCuglC4SQOj8AbyROIpGoztFV+IdKZP2n18+pJwLsrfCpFQFaEfd6/TwGRWz5FqxCBWTP30IQAnrpKiijEEKArTQfD+gMTITuM9CIuO6iMjAMrPnjrk/HT+yKKVFmcAzMp4qBgzBFCWaOwvn08yiUCIo3P4bYqR9tuVsxIK8wwNIZUJ2Ab/hffeIHdGgUmeE4qM+GmOz+TdiXPw/Q41eIHlRF18i80LIslMtllZQr5EZ5dTVFiQM9Srsmdq2YAhYKhQNNAVWi0BnUeVUclb0tPntFANu2VYWP5NByHtrmEuyHi/vWHcXcJWh9u67lvFSGVmm8cuqm+qHnj9Zn3mkoAWLTUyj7IQ5kctCJe+gYR5kRZhw6FYFOV9CEjUwM6Ht+BkUeR+HuQ7iP7kvfSkBicZBUEnxlKexQGkLiSWRPnwAT/pfkk0oJ9PEd8Im5Y++LUnpool9rXmiaJtLpdHVxSP12KBTRQokDPUozcaBRogD4YwrIOa+KCgr/UOKA/3TbOa1t8/EqAiilSgToAmLLt2HZBKRc37ohUlnoszPVx3S9cYLENRMUwSab7RKnNqzJWYgHrffA78OIwRzIgWzLKYK0ChsdB9nofNVAIygEUrSI1MkcylcuYue9G6HE0RK6Bm14GPxx82qZUKEUfS9cgi46V0mp3buOig/iACGkrd8Fy7JgWRZ0XZfCvFBVMCga0kX3eH6jMjXJuHHjBr797W9DCIFXX30Vr7/++r5trl27hu9///sghGB8fBy/8zu/09YxCoUClpeXUSgUsLi4iKWlJWxtbeHNN9/Eiy++2DEHcTVyTxEVoioONPL68EQA27ar4l4+nw9EBIjqeYwMrgNj7R6Ky0t14wsFAHLpKujTkmLXcWBsNS6lF+kBaHl5fAaakRjtR+HRInCkzy1BfO40xLKkiWKLaCfPgUjglSCMGOKigNiZIeSnJ5B/5z2IokS+IpRCPzENfv8YYlKHiV95CXGfDAibQR/fAawSYMaPtZ+jmvPatg3btpV5oUIRMZQ4IBGcc3zrW9/CV7/6VWSzWXzta1/DxYsXMTo6Wt1mZWUF//RP/4Q/+qM/QiKRwM5O8z66SqWC27dv48mTJ9V/yuUyEokERkdHcfr0aVy4cAFf+MIXkEwmQQjB1tZW0/0dF5UoKBT+4IkAtZU+lNKGXh9q1aR72R1fyEHX61eSxcnnYGT6qo/J1kbD98vqM9AIAw6sufNwPvqg7ffq5y5GXhigQ+PyjF0cGAXZWAIhBOmYjeSrF7GxXIT1wc+lGBOonzoNfvfjsMNoinH2OaSNzifIRHCw+x/CnbtyvP0cc3JPI/PCcrmMcjkYg0j1G6hoCFGLlc1Q4oBELC4uYnBwEIODgwCAK1eu4P33368TB370ox/hs5/9LBKJBACgr6+v4b4AoFwu4+bNmxgdHcXLL7+M4eHh6vsAYGxsDI8fB3ezoSoHFFFBFiGLUrqv1adWBLBtG8Vi8UCvD0WXIgRiy7f2jS8UiT7oJ0/VbCagrexfbd71GZC/YqCWRNrAthnfXQ1tEXbyDNhqtIUBYcRAmQCs8L0SeGYIbE9bA4OLwWETpcHPYOvDO3CXHoUUHaCfOQ9+R14fBDY6gUy/jt36ns6jLV73RRzwo9KskXlhpVJBqVRSv18KhUQocUAitra2kMvlqo+z2SwWF+tHUy0v75oy/fVf/zU45/jlX/5lnD9/vuH+0uk03nzzzabH85L1oHqMZUm4FIrDCPqzWjv1w6sIqJ36oUQAxV707WWgXAQe3617nlz+FKj2zKGcFwrQXLtuG66bYOAHjjWUEQYO48w5VN6/1tL2dGQCWiHaHgMAwMYmQTbCN9UThIDqGojV+HMTpxbMC+PYmZlC4Z13IcrBTibST5+TWhggyT5kTo6DdsCAsBl0cxlkaxUiM3j0fVDqq19A0OaF6jdT0RC1WNkUJQ5EDM45VlZW8Ad/8AfY3NzE17/+dfzpn/5pXUVAqwSdAKnKAUVU6NS1cdDoT88TQIkAilqalfSaDcYX8umzMLOZuu3Yan11mACAvn5QSacTHEbc4KhkckCTVokqfRnoBkBK4Zig+cbUHJgEwgAAiJGpQ0coUgCZhIPkZ57H5lIe1vWfBxKbduo0+KK8rQRgDOnnn+uoAWHTQy9eh3P580d+v1+VA42QzbxQoVAocUAqMpkMNjae3fBsbm4ik6m/0ctms5iengZjDAMDAxgaGsLq6iqmpqbaPp6XrPtpOqgIBy+ZVQmlHHgiQG1LAFA/+jOfz8N1XfU3U7TN7vjCJ3XjC0UsCX3ubN12vGJDL9Qn0e7AJIydxuaEUYASIHZyDuVrbzXfSNNhDg+BbEXDT6Ep/cPQtuX4W4lYAix/iCBTgwYHg6MxlIZfw9b1W3CXOydwsKlZiId3pfA7aEbyxZcQC0EYAADt/g04Fz975JXSIO4tPPNCxhji8TgYY8q8UNFZVCVzU9QyrkRMTU1hdXUVa2trcBwH165dw8WLF+u2uXTpEj755BMAQD6fx8rKCgYGBo50PLWS3z2olg1/afV8MsYQi8WQSqWQzWarniHpdBqGYcB1XeTzeayurmJ1dRUbGxvY2dmprowoYUBxFBqNLySXPgWqs/oNN+s9BZz0IPSIGBAeRJxVQEYnm75uzJ2JvDAgdBPM0EC4JOJ9dhjEaT9Ri1MLw8+dQOqVVwDT9D0sNj4BrD4GJF7kMC5cQkqzQjs+KRdBn9w9+vsDXHjwfjN3dnag6zqy2SxisdiR96d+YxWK9lGVAxLBGMNXvvIVfOMb3wDnHK+88grGxsbwve99D1NTU7h48SLOnTuHDz/8EH/1V38FSineeOMNJJPJIx1PiQPdA+dciQM+IoSouzYYY/uMAQHUeQKUy2VVCqnoPK4DY22xbnwhPzEHcyBXtxnnHNraw2ePjRg01wYJyAit0yQmx1BYeoi9xm7a2edAVx82flOEYONToBtyTCfg/SPQNo++8k+JQCbpIvGZK9h8tIXKzRu+xEUHh4H8FmDLu7rMJqaQyTAEZUDYDG3xOipjJ4/03jCqEpV5oaLjqGkFTVHigGRcuHABFy5cqHvuy1/+cvW/CSH41V/9VV+OpVabuwcvmVUtIsfDS/xjsVi1vBFAnSeAEgEUYWKuLcKxRXV8oTDj0M7sN6UV+Xx11VmAAMksaKH1snDZMVBB+eQZuLefGdCxmTmwtfCc8n3jxCkwSYQBQSmoT4mtThwMTSRRHv8cNt+/CXd1+cj7IuksKHcgSkVfYusEJJ1FdnoIVIT/e0Ef3wYqZcBofxU+zPvERuaFruuiVCqp+x2FokMocaCHCaNyIOgJCb2CEnraY68pIGO75dieH4DjOHBdF9vb2yFHqlDUIARiy7dR3nw2vpBcvAqma3s2E2A14wvdwQkYkvSu+0liIIWdezrg2CDDo9DKW9GvjMgNQZNoxKQYngI7RtVAI2KkhOHL09jemUHhnXfaXvkniSRY3IRYl/gzrWnIXDwLTZTDjgQAQLgLdv8m3FPPhx3Kkak1L0wmky2ZF6oqA0VT1D1zU5Q40MNwzqtJUVCoJLYzqPPamL2mgHtFAG9E4N4VCNM0YRhGGCErFE2pji98dBcAwMdnYQ7tH1EmrAq0ch4A4GSGoXehMAAAmnCgnT4P594dGDEdpChHInZUhGZAixkghXCM6/Yi4n1gHfKooBDI9gkkPvcStu6tofLJR629UTeg9efAn8hdIZJ88SrMkAwIm6EtXo+0OOChzAsVis6ixIEeJoyEUk1I6Ay9LA4QQhp6AgghqiJApVJpKAI0o5fPp0JezCfPxhcK3YR29rmG25GN3XJtbiSg2SV08yc5mdJQmp4BWb4fdijHhk1Og67L0U4AAEjnQLaOXvrfCgZsDE2lURh/Ddvvfwi+cUDVBKPQJybAHy52NKbjEr98BSkmlzAAAHRjPUbSKwAAIABJREFUCWR7HSLd39b7ZF1998wLKaWIxWJIJBIol8sol5+JhLLGrlDIjBIHepgw2gpU0tUZeuG8EkLqkn9d18EYq4oAtm23LQIoFFGBlvPQtpdhP3o6vvDiVTBT37cdd11o60sQhACJPtDiZuCxBgmdmIVZLKKy/CDaLQWTJ8EkEgb44Di0DgsDtSQ1C/Erp7C1NYviO+8A7p5ScUKgz86BL34SWExHQZuaRSop7+eQLX4A59LnWt4+CiOSOecoFosolUr7zAsViqYoQ/amKHGghwnTc0DhL90kDtSKALWeAEKIqilgpVJBoVDomHdFN51PRbTxbs5jy7dg2QApFcBHp2CODDd+w/Y2CAScgcmu9BmoRVAGLlwwHdDPXYbz4bthh3QkRGYAukRmkYJpoEcYW3hcKDhyGSD5+ZexubgM+/YzIUA/fRb8ToutByFBsv3ITvZLYUDYDO3+h3AufrblfusoiAMejcwL8/m8EgkUijZR4kAPo8SB7iEM/4jj4okAez0BOOfVdgDLspDP5wM3sFTigEIqHBvm6j0UniyBaDq085cabia4AFu5Dzcz0rU+A7W4ozNgzu6NP03HgYFRYM1f87xOI5gOLZkAycsjDrCxGWD1waHbdQqDVDA8k0V+4jXsvPcB2MgY+J2bh78xRIhhInvhNJgkBoTNIKU86JNF8NGZlraPqoG0Z16oJgspmiHUPV5TlDjQw4SRAO2dH6/wB5nPKyFknx/AXhHAGw8YxZsQhaLTsKVbsJ3d8YXi8qtgZmOzTF4ug1IGZhe72mcA2DXvo3h2408JgT47i8rWGohjhxhZe7ATs6Dr8pjr8VQWZP2RFJ+flG7B/IVPY+fuI8huNZe+ehWGyIcdRkuwe9dbFgeiVDnQiCjHrlCEhRIHepiwKgc0TX3s/EaGle69IoCu69VVB88TICoigAznU6EAAAgB+ugmrM0tiKFx6GOjTTel60+AeBK0uBVggOHgjk6D2YW65xgD6LnLED//aUhRtcnELJhEwgAAkEQKZLszEwraRQBg3Eb/gI7CZz6NnWvvAqVi2GHtI/b8i4hFRBgAAPboFmzbAnTz0G2jLg4oFE0hci6oyYDK0nqYsCoHVNLlP0GeV0rpPk8ATwTwPAHK5XIo7QB+oT6nClmgG493E6InD8Fe+xJok88lt10Q3YDWA+0E3IyDuo3Lt82kgfLkKeDBrYCjag+RzkEvySXi8OFJaJIIAwDA+8eqJo1JZsH41EVs3lmGe/9uuIHVoM3OoS8RLQNc4jpgDz6CO9u4PaluWyUOKBQ9hxIHehyvHD2oJE55DnSGTiSznghQWw3gjaH02gFKpRJs2+66mwclDihkQXt0E3bZgTj7PLRY85U+als94TMAAHz4BFil+UqtMT4Ma2MFpLAdYFStI5gGra8PZGc97FCqCN0AtQqHbxgQgjLQQr14ogsHA9P92BkeQunazwAeblJO+4eQHUuDimiJAwDAFq+3JA5E1XPAo9vuTRQ+oioHmqLEgR6Hcx5oEqSSrs5wnPNKKd3nCbBXBCgWi3AcR/3QKhQBQss7IBtLcItF6LOnmm9YLkJ7cjewuMKEJ9Kg9sFJLCWAdvYCnGs/AZHwO4udOCmVzwAAiMEJsA2JRinmRsHWHu57nhIgk3BhvvYytn/+EfjGWgjRATBjyJybBRNWOMc/JmztEUh+EyKVPXA7QkikxQGFQtE+ShzocbyV/KDmwqvKgc7QijiwVwTQdR2EkKoIYNu2EgGeokQsRVjUjvI0l26AExPa6RPNP4+OA/Z4MVImfMeBD46BWTuHbqfrBO7pi8BH7wcQVRuMz0jnM8DTA2Cb8kx5EHoMdOvgKpgYLOgXZ7G1MorKhx8EFNlTCEHflRdgiGiPyGOL1+E895kDt1FtBYpuRU0raI4SB3qcoF3uVdLVGWrPK2NsnyeAJwJ4ngBKBFAowqf2GtV1HYwxCCF2r9NyEeTxJ3BSg2Cm3nQf7P5HoD0iDLjpAdAWhAEPI5uCNTgGsirHirjoy0K35Gp1EACoaYJU5Gkp4Ol+sLXDBRQGjv4hE/ncp5H/2TXACmaMYPyFF5Eg0RYGAIDduwHnwqeBA+7JoiwORDVuhSJslDjQ4wTdVqDwD08EqE0uBgcH69oB8vk8XNdVP5IKRYjsFesYYwBQrdipVCooFot1FVzmk09AjBRIMtF0v3TpXs8IAwAgsgOgVuuu8JQAxuwM7O11oBJu+begDFo6A7ITUhl8E8TIFNjWcthhVOHxPtD19qoYUpoF8+XnsXn7MdyH9zoU2S763FmkTBuQYtjj8aDFbdCV++DDU023ibI4oFAciPIcaIoSB3ocVeYvP4yxfZ4AAOpEgHK5DE3TsLoqj9O0QtFr1F6jXiUAgOp12kgEaIgQiC3fhj10Aow3Tv5Ffgt0e/3AVb9uwsmNgLUhDHgwCojzL8B59ycdiKp16NQp+XwGzBiYZGMvRSwBWmq9OsRDh42Bk0PYHh5C+d1rQAf65OnQCDLDCVDRPT34bPF614oDUY1boQgbJQ70OEockIfDRADbtlEul+E4TsiRKhSt47W8dNONWrNr1RMBvEkeR/Vy0beeQBAC2kwYAECcSm9VfaX6gMrRZtxrMQp3+gzE4kc+B9UiY1PQJBMGAAD9oyAb8ngNuH39YBtPjvx+CoFsCih95hVsv/8hxNaGf8HFE8iengITFf/2KQHs4Sewr1QAzWj4erd9dysUVXrp97NNlDjQ4wTtOeAds5d/cJqtLtZ6AigRQKEIn72tO7WCXSev1djyLTj942BoIi64LpDuB99cA7Wj6ZbeDvbgBLQjCgMe+sgArLUsSH7Tp6haQyTT0CXq5/fg2WEwiYQBAL6JXXFiwbg8h80nedgf3Tj+DilF+oXL0CNuQNgI4tpgDz6GO/Nc49cjnED16j2mInrMz8//MoC/BsAAfHNhYeG/7nn9jwH8HgAHwAqA/2VhYWHx6WsuAM95997CwsIbx41HiQM9Due8mpwGRa+IAwf1Gde2AygRQKEIl0YmnkA4VTu0tANa2oZIpRu+LoQA4Q7ANDj9YzC6fIShAAExTcA5ntkcJYB25hyca/8JElBZuCAUWq4fZFuudi9BKCijUnXNu9kRsM2jVw3shcHFwEgc+dyryF+7dizPifiVlxBH9wkDHmzxelNxQKHoWiSpmp6fn2cA/i8AvwjgAYC35ufnv7uwsHC9ZrNrAK4uLCwU5+fnvwrg/wDw609fKy0sLLzgZ0xKHOhxwmgr8I7ZLbNz964s7hUBvBGBQY2LVChkQiYx8KBxnl4lQD6fD1Wwiy3fgjMwAYoDzhfb/ekWiRQEISASnNtO4YxMQTumMOCh6wT8zCWIm+/6sr/DoNNz0vkMAE9NCCUaXQgQULszkwZSRgXGK1ew9ckDuI8ftP1+4+wFpI3uaiXYC119AFLYgkhmwg5FoehFXgbwycLCwm0AmJ+f/38AvAmgKg4sLCz8S832PwbwXzoZkBIHepww2gqi6nOwVwTQNA1CiPbNxjqETEmYQhEmlNJ91yultK4SQMpxnq4NfeMh3OEpoIE4IIQAuFvtlaQUcNJD0CVym/eT3RVugmbdFUdBz8RhDU2ArDz0b6eNGD0BJqMwEEuC5eWamOAOjLU0uvCoGKhg4NQwtoeHUX7vGtDiNU9HJ5DpNwF0x0JGMwiejjU8/+q+16T6fmyTKMeu6C7m5+ffrnn43xcWFv57zeMJAPdrHj8A8MoBu/tfAfxDzePY0/07AP7rwsLCd44brxIHepwwRhl6SayMEEIaegJ4IkCzsWMy4P0t1Q+iolcghNSN8twrAjiOI6cI0ARzdRFObuyAqoH93528Lwd0qTjgjM5Ac/1dUaaEwJiZQmVrDaTSmdVqkUhBd8pSle1XyQ6C+Fi+f1wE00B31jt+HEqAbBoofebT2H7vA4idg6c0kGQK2VNjTU1Buw22eB3OuVfqTNq6qcJTodiLCDAPWVhYuOrHfubn5/8LgKsAvlDz9PTCwsLD+fn5kwB+MD8///7CwsKt4xxHiQM9TphtBWFSKwLUegIIIarlxbKKAM3wqkDUj7k/qEoMf/BDDPSu11ohwPuse9drqVSCbdvR/XsJAXP5NvjgONCgJ14I0XDFkxg6BNV2fQi6CK4ZoOjM/xOjADt/Cfzdt/zfOaEwhkeBdZnK9nfhA2PQJBIGAIBnR8DWOlzFUUOclmFcOYPNh1uwbzWZXkEZ0pcvQufd6zOwF1rYAl17CD44WX0u6r9/UY5d0VM8BHCi5vHk0+fqmJ+ffx3A/wbgCwsLC1UTlYWFhYdP/317fn7+XwFcAaDEAcXRCSNRD7JyoJkIwDmvrixaloV8Ph/5pFrmiowoosSB4DnsevWMAbvhet2LvrUEnsweYJYnGq5EEwLY2WEYEpawHwdnZAq6c7wJBQdhxDSUp88Cizd93S+ZngMk/FsIykAlE5C4GQcNQaxgwsXAeAo7g6+g8LNrgF3vKZB88SXEutiAsBls8XpXiQMKxYEQadqb3wJwen5+fha7osD/DOA3azeYn5+/AuC/AfjlhYWF5ZrncwCKCwsL1vz8/CCA17BrVngslDjQ44SRUHLOq27gflFbXlxrDFgrAnhu492WVHgoccBf1PnsHM3ad3rpet2L+eQWRLqxONCsaqD6eiojZUJ6VLgR972doBHGSD+sjX6QbZ/K2ocnwDYe+7MvnxEjJ6QbXSiSWdD18M5Xn2HDfPVFbH60CP5kNw7j/CWk9O4fD9oI7eHH0D/zP6JsO13Rphjl2BW9w8LCgjM/P/8HAP4/7I4y/L8XFhY+mJ+f/98BvL2wsPBdAP8ngBSA/3d+fh54NrLwPID/Nj8/zwFQ7HoOXG94oDYg7Vw8jx49UldaFzI6OoonT54E9kVqmiYMw8DOzk7b790rAtSWF3sri15y0StJhUdfXx8qlQosqzdvbPwml8the3s7Mm0lspLL5VCpVKomgZ6RZ+21att2z12vtdDSNpIP3geSffteEwDAOcgB0wuEENDufwJqd8e1X5k8Dd0uBHIsxwHsa/8Jwo93nYt4CnoqAWJ1rtrhqPBEGgzusf8f/YQnMiDF7QM/14HFAoKtLRfO2jr6p/oPnhTS5biv/g+Inb9a/Y4mhKBUimYVRaXS3VMmOs34+Hg3r46I/I+/G8iBUq++AUBOC5pmqMoBRbW1IKgkqJVWhtpEotZorLbHuFvLi4+KWun2F3U+26NROwCA6neLZVmR8vAIktjybfBkBrSRK7oQhyZQhBA42REYK/c6FGFwuPE+aHZwCbamAe6ZSxAfvnPkfQhCwIaGQTblNIYkfRmQrZWww6hDGCZoUY4knEIgOxCDffIK6JO7YYcTLrffx/bEGWiahlQqBQBVAVehUPQGShxQhCoONBMBat3GI280FhAqmfUXdT4b06gdAEDTkZ7ZbLY6MUCxH+LYYKVtQM/ue223naA18VMkUn6HFgp8cAxaJR/oMfV0DNbICZAn9w/fuAF0ak7adgI+OAFNMmGAZ4bAJBNSnNkLILYDyOXXGDh0+T5Q3IGT6INlWRBCwDRNJBIJlEqlyKzGq/tFxaGo+7umKHFAEUgSVDt3XNd1mKaJoaGhyI4ck5EwxlIquhfG2D4fDwBwXbduQoCqBDgexupd8HSuaSlzq1c01SjcWBKsHEw5fidw0v1gAQsDwNPxhlOTqGyutd8WMDQOtilXL7+H0HRQp/PeDW3jyiUUuoMTIKk+iJKE5ypgCAS0ezfgnHt5tyLpaZUmpRTxeLwqEqj2RYWie1HigMLXiQWU0n2eAISQqghg2zYKhQI0TcPq6qovx1TsIoSoruIqjk+vVA4wxuoqd2pFgNoJAUdd+e+V83gkhICxtQT0ZRq81HrVgIebGQYr3/ErusAR6QGQgLwG9sIowM5dAn/3Jy2/R8QS0IkLIqmgLYYm5atoGJoEXXkQdhRVhG6Cj8/sinCGEXY4UsAWr1fFAW+xhnOOQqEAQghisRiy2Swsy0K5XFYLOopIIuSZViAdShxQHEkc8BKK2qTCEwG8VUVVCRAsKgnzl247n7XCnfdvAHXVO8cRARTtszu+MI3G376NRxcehIgnjh9USNjZEWghCQMeRoyiPHseuHPj0G0FCNjwGEgIo/hagadyYJLFJggFKWyFHUYdzswFELZ7BRJGwRN9oMX2zZK7CZrfAF17BJI6s+/+TQiBUqmEUqmEWCyGTCaDSqWCUqkk1b2eTLEoFFFDiQMKCCGaigONVhW9UjPvn0KhoEQACei2ZDZsono+a1t4vGvW8/HwhLt8Pq9EAAkwV++CJJL7nj9sdGEzKCNwkllohU0/wguWVB8QoBFhM4yhLKz1QZCtgyvb6LS8PgMAQOIJkB25XOZ5/xjY2sOww6jiDk6CpOq9OkRfDuhxcQDYrR6gs+cONHwul8sol8swTRPpdLraaqZMohWRIIL3d0GhxAEFHMfB2toaFhcXsby8jKWlJfz+7/8+NE1Tq4oRIqrJrOJoHGbmadu2FNU76nPZGFrahjBiTaoD2q8a8HAzA5ETB+zByUAnFBwEJYA+dxr2O5sgzXrjB0elW5WvhY+ckM6EUGgmqEQx7bYTTO27zkQyHUo8ssEefAS4rf12WJYFy7Kg6zpSqVS1uiDM+0W1WKVQHB0lDkjMjRs38O1vfxtCCLz66qt4/fXXG2737rvv4u/+7u/wx3/8x5iammq6P9d1sba2hqWlJSwtLeHJkydYWdn9sR4ZGcHo6ChGRkZw9uxZrK+v++ZDoAgGlYT5iyznkxCyz8dj71hPGUQARXuYT26BGPs9Qo5aNfBsx3EIECnmx7eCAAExDUAi4zxNA9yzlyGu/2zfa8KMQ2cAqci5OiqMGFhJvpVvnhmUqmoAc5dBGnn0xKLbmuMnxLYg7n8E9E+2/B7btmHbNjRNQzweByGkOm1KoZAO5TnQFCUOBEihUMCdO3dw8eLFQ7flnONb3/oWvvrVryKbzeJrX/saLl68iNHR0brtyuUyfvjDH2J6evrA/b399tv413/9VwwODmJ0dBSjo6O4dOkShoaGkEqlEI/HsbGxcaz/v3bwfA5U+Zl/yJLMdgtBn09CSF0VQCMRoFwuY2dnR4kAEYc4FTDCQVCfnAgAEEevGgAASgE3PQBtOxqGr87IFDSJhAEPs89EeWwaeLxY9zwbHQfZkLdqAAOjIBtyTU/gsRSoRC0Y7tAJiFis8YsxM9hgJIZ//A7wSuvigIfjONjZ2QFjrG7CQZBjENVvpEJxdJQ4EAB37tzB+++/j8XFRRiGgfPnzx/qKr+4uIjBwUEMDg4CAK5cuYL3339/nzjwve99D1/60pfwgx/84MD9Xb16FVevXm34WhhJpUpk/UeNMowGnghQKwQwxsA5r5sOkM/nlXjWpRgrdwBd3/+CEL6s+Lt9/ZEQBwRloIwAkk7DNCbHYW2ugpR2jRLJ1ByYZIl3LTwzCCahcCHiKdBy8CMqGyH0GPjY/nYCD8IYhBEHqcjl1xAG/OEtoJQH4qnDN26A67rI5/OglCIWiyGRSFR9ChSKsBHqfrkpShzoEMViEUtLS/j5z3+Ox48fQwiBS5cu4dy5cy2V629tbSGXy1UfZ7NZLC7Wr2Dcv38fm5ubeO655w4VBw7Cz1GG7R5TzUj3j4OMJRXt48f53NsOUCsC1Pp4dLMIoITAPQgB3doB2TM27SijC5tBDGPXGd6n/XUKe2QauitvokApwM5ehPvOf4L0D4Nty9Mzvw9CQHUdxJJrxdRN9YNKJKg4s8+mEzSD5AaBJ/cDikhiBAcp5SGOKA54cM5RLBarEw6CGIOoKgcUiqOjxAGfcRwHjx8/xjvvvIObN28iFovhypUreOGFF5BM7nelPiqcc3znO9/Bb/7mb/qyr6CTSpUwKGSnnc/o3ukAXmWQVwlQqVRQKBS6WgRQtIa28bDpPHW/vhEJBZzsCHSJSrn3wjUDDPIb3BomRfn0JbDtFZCSvGK2GJkG25QnCfcglPr2uT4u7vAUSAv3YW68DwfXdvYGZGgSon/08A1bpNkYxHK5rH4bFQqJUOKAzywsLOCtt97C1NQU3njjDZw5c6b6muM4oJS2lIhnMpk6D4DNzU1kMpnqY8uysLS0hL/5m78BAOzs7OCb3/wmfu/3fu9AU8JGhLHiHIYgoVC0QyNxoFE7AIBqJUClUkGxWFQVMYqmmDtPQPa0FPhZNeDBUxlAYnHAGZmC7sgxoeAw9MlJ8AcuIKHRHwCIWAI0vx52GPtwsyPSTHUQRgx89ERLQoWIK1NCACAXP92xfXvtBYZhoK+vD67rolQqqd9ORXAoQ8KmKHHAZ4QQyGQyGB0dxcOHD7Gzs4ORkRFMTk5C01o/3VNTU1hdXcXa2hoymQyuXbuG3/7t366+Ho/H8Zd/+ZfVx1//+tfx5ptvti0MAOH0qqvKAYXMMMZgGAYMw0Aul9snAnhjAtWNzOGoa/0ZtLABojXwGjjG6MJmEJ2BazqoI59TODcT0CRuJ6jFNftAS1sg/Vm4EKBP7oUd0n5yw9KZEAoApCLP39iZObydoIrZxKywhxCpLHDiLFAodPQ4lUoFlUoFuq4jmUz6NgZRtRUoFEdHiQM+81u/9VvY3NzEz372M7z33nuwbbs6DWB4eBjnz59vSShgjOErX/kKvvGNb4BzjldeeQVjY2P43ve+h6mpqZYmHrSDdwMf1BeqqhxQyABjbF9LALBrpMQ5B+cc29vbSgRQ+EJs/R4Iq5cBjj26sAmEEDjZERirD3zf93Fxhiag251NOvxAEAICDgKAEAADObhCgC7L04/OcyPQJBMGAMDtH4e2/ijsMAC03k5QRWMQTAdx5RPWgoKfuRpoa4Uag6gIGv8l+e6BtJMMPnr0SElxbbKzs4MPP/wQ9+7dw/b2Nh49eoQvfelLePXVV6VaURseHsba2lpgSZBpmjAMAzs7cpZpRpXBwUGsrsrvUh40B4kAXiWAVxXgoes6EokEtra2wgq7K0ilUlXzxZ6mUkZq5SPs/coXgoN0SJTljgtz8UZH9n1URDIL9CU7Ioj4jZPsh1bcrHuOCwF3dR10JXzRRVAKkh0CLcr1HSWoBmi6FI7/wojBOfdS61UDTyGf3ACVcPJDEAgjDv7mV6HF4igWw2n9oZQikUiAMXakMYhBjk3sVsbHx+VIUDqD2PrZPwVyoMyLrwP+WQoFgqoc6ACFQgErKytIJpMYGhrCpz71KVy6dAmFQgEPHz7E0NAQAEgjDADBl/7KJIwougdK6b4JAcAzEaB2QoAiGNS1vou5eqeBMNCZqgEPwii4EQeVIEnzcAeGwSw5xtodBNfjYKXtfc9TQoDBfrhA6AKBGJmScrQiz42ArT0MOwwAgDPzXNvCAACIVAboUXHAOXUZTDdCNQnknCOfz4MQgng83tYYRNVSoGgFoTwHmqLEAZ/Z2trCd77zHbz33nt47rnn8OUvfxm5XA7/9m//hlwuh6tXr4YdYkOCLvNXbQWdwTuv3e78SyndVwngjcb0qgCKxSIcxznyjYJKahV+IVwXmrDr1g4EAIjOFjbuthYMw1hePHzjAHDSA6AREAYAQGgGqGM1fG1XIBjYbTFYDScJFvE+sG35qsSEEQfdXA47DACAOzINkjyauaBIHG98X1QRlME59QK0ANtMD4xHiMDHICoUvY7Kznzm448/xurqKv7sz/4MuVwO//zP/wzTNKFpGn76058CgJSrlkEn6yrx6gzddl4ppTAMA4lEAplMBgMDAxgaGkI2m0UsFqvOT15fX8fKygrW19exs7NT7VU8zs1Dt51LRXiYa4ugez9KQoCg8ze3MiU5ItMfidpKJ5EDKx/c8kYJwIYGwQfHA4pqD+kciCvhvURfTopefWHEwUcnj/7+HjUldKcvAGYiUA+qVvCMCjc3N8E5RyaTQTKZbHjfKlPcCokhNJh/IoiqHPAZ0zTBGEMul8O5c+fw/e9/HwAwMDCAfH53xUTGFfOgxxmqyoHOENWElhCyrx3Aq4DwqxKgXaJ6LmWj12/UhBDQ7Xx91UAHRhc2gzICN55uWCIfJE5uBFolAiaEVAdrMU5KAAwNwRUAXQvOfI8PjkPbkmN1vhaeSIOuyzE+05m9AHKMewyi6xCEggR0ncqAAOCcfgkApBMHarEsC5ZlqTGICkWHUOKAz4yMjCCTyeDu3btwXRc7OztYWlrCT37yE0xPTwOQy2vAI+hxhirx6gyyn1dCyL52AMYYOOdVY8ByuYydnR1pb0wU7SPzZ7LTaFtL+6sGEKw7kZMdCl0cEMk+wA7H3KwdeDwF1obBHyUAhod3xxyudT4xFkwDdeQ0WxNGHLQY7ucMeNpOkDhaO4EHoQSiLweyveZTVPLDx05C9OUA7C5iyf4b3GwMomU1bgdSKGoRPXxfchhKHPCZvr4+OI6Db37zm5iZmQHnHP/wD/8Axhi++MUvApDzRlmt5HcHsogDnghQKwTUigC1xoCy+iPIci4V0cYs1veFB1k14EHj8d2584Ee9Rn24CS0CAgDbjzdljDgQYkARoZ3PQjWO2sQKIZPgG3IsTpfi5seANsM38BPmLvtBH581kUqC/SQOOCcean634QQaX+b9+KNQWSMVSccqElYCsXRUeKAz1BKkU6n8fnPfx4AcOHCBaRSKZw6dQrJdubsBgznvOrsroguYSS0tQKArutgjEEIUW0HsCwL+Xw+MjcaHkocUBwXUtwE2+crEMJ0ZQK4fQPQdoJPdAQIiGkAjtyjLAWhx+rhpwAwMrJbQbDemSSZpzJgW+En4HsRQMfGcbaLM/PcsdoJahHJPl/2EwV4/yj44DOPBpnbCprhVeuq9gJFK6hpBc1R4oDPmKaJX//1Xw87jLZRiVB30Mm/Y6NKAADVdoBKpYJCoRA5EUDRWYL2M5GJ2FZ9H3qnRxcehJt6Q8UaAAAgAElEQVTuD0UcsEemoUsuDAAAT2TBipvH2gclAEZGdz0IOjAGjyT6QCScUMBzo1KMVHRHZ0AScf92GPNxX5Jjn36p7nEUxQGPqMatUMiCEgc6wMcff4xCoVD9J5/Po1QqoVgsVkey5PN5/MVf/AU0TY4/QRhtBV4iq77I/cOPv6MnAtRWAgCotgNUKhUUi0WlzisUB2EVwcTelegQqgY8TCNwgzVBGRgDIPlXBTeSoEdoJ2gEJQBGx3ZbDHwc6ceHJqFJKAwIQkHK4Y+n5GYCfGTC3+vL0ENtxwkKnsyAT8zVPacWixRdj/qMN0WOzLTL+Pu//3tYloVkMolYLIZEIoFkMon+/n7Mzs6ir68P8Xhcqi9fJQ50B+2s0jLG6owBPaHKEwEcx1EOwArFETE37tclFWFWDQAAJQROegh6gGXp9sg0dFfuqgEBgOo6YJd82yclAhgb320x2Fw5/g4NE1TSSQ90eBLiyb2ww4B7zOkEjSCUQiTSIBKYLHYSZ+5KZEeuNULdUyoUx0OJAx3gz//8z8MOoW3CKP31BAlVhu4fjdoKGGP7JgQAu/15ni+AZw6oUPhNT7YsORXo/JljtgAAEWLVwFN4XxYISBzgmgEG+b9TeLL/2O0EjagKBEKAbh1vxZ+OTAEr932KzD+EZkCsPwn9c+2OzoLEO9MCIPpyQBeLA8KIwZ25GHYYCkXgKM+B5ihxoEPk83msrq5ie3u72kqwtraGX/iFX8Dg4KB00wGCHmUI9GjS0EE8EcAwDGSz2ToRoHZMoBIBFIrOwRiDtvaoPmESAmSfMWHwEEOHYNqxjPdaxRmZgu7IPaGAMwO03DlXc0oATEzABY4sEPD0AOjqA1/j8gueGQJbexhuDGYSfHi8YwKFSKY7tGc5cGYvA9p+M+oor75HOXaFQgaUONABtre38f3vfx+Li4vVhC0ej1dLtQFIJQwA4bQVyCaQRAVKaV0VgDdlgnNercLI5/NKBFAoOkiz67BSLoFbzxLOMEYXNoMQwM6MwFjvbELHzQQ0ydsJAECYSdCSP14DzaAAMD65W0HQ5lg8AYCYJiBhSwE3k6AymBDOngdhHbyPiCc6t++QEZTBmXth3/Oq3VOh6G2UONAB/vEf/xHLy8v4tV/7NQwMDIAxBkopCCGIxWJhh9eUoD0AlDhwMJTSfe0AlNK6SoBisQjHcap/M13XkUgklDCgUPgEIaRuVOdh16G28QDxPVUCMtVHiVQfsN7ZYzhDE9Bt+RLaWtxEBqzDwoAHJQKYmNz1INhu/eSLkWloEo4uBHZX1Ol6uH9jZ+xkx9oJqphGZ/cfIu7UOSC2f8S2EgcUvUD4jX7yosSBDlAsFnHx4kWcOnUq7FDaImhxQLUV7HJY8uE4zj4RoBnqnCpkI0qfSe8arB3XyTmvigClUgm2bTe9DgV3YZY2nj2WqGrAg2gMXDdBbevwjY+Am0hDs+VuJxCEgtiVQI+522IwtTvmcOdwgUCYsY54IfgBT2VB1x+HG0MsCdHBdgIPwhiEmQCx5P5Mt4sA4OwZX+gRZXEgqnErFDKhxIEOcPbsWdy7dw937txBJpNBpVKpOr/ncjkMDg6GHWJDgjYI5JxLM8oxCAghdQKAruvV8+0ZAx6WfBxGGN4RCkXU8CZ11IoAAKoigGVZyOfzbX8XavlV0LqqAfnWJgghcLIjMFY64zDPB0ahVcIfbXcQbiIHrbhx+IY+Q4mAmJwCvy9A84ccv38URIKy/UYIpiPsmj935gIIDebq4ul+sJXuEgf46CxEeqDha8ooWtELKEPC5vROZhYgo6Oj+MEPfoAPPvgAs7OzEEJACIFCoYAXXnhBSkNCIPgy/yitKLaDJwLUCgF7VyDL5fKRko/DCGPqRDejxm1Gm8MmdXgtAX6M6xScwyw8M50Le3ThQYhkCvBhwt5enPQAmOzCgJkCC0EY8GBEACemnwoEjSsDeHYYTFJhwM0Mg20thxqDM3YKJB5ci6ZIpjtyvYSJc6Zx1QAQ7coBhUJxfJQ40CFOnjyJoaEhaJoG0zRhGAY45xgbGwMgnyEhEHxiKaNA0g61IoCXgNSKALUjAoNS4btVcAkLJQ4cnyA+k54/R6PWnKDGdbLiBpioFRnkqxrwoIzCjaXAyv4m8iLTDyKheZ6HAAEh4XtA7AoEM+D37oAW6n0PBCGgjIYeYyMEAOIE246xFx5LQQyPBnp+RGJ/X36U4bkR8KETTV+P8m9eVONWhIC6V26KEgc6wNTUFKampgDs+g/Yto14PA7DkNvYJuiS9CglsntXH70yZC/xqFQqKBQKqhRPoeggrbTmtOrP4SeCc5j5Z6upMlcNeLjZIbAl/8QBJzcKTWJhAAB4MidNHz8jApiahbh3B6RGIBAjU2CbcpoQ8v4xsJC9BtzZ8yABLyoQwwz0eJ2mmdeAR5TFAYVCcXyUONAhyuUyrl27ho8++gjr6+sYGhrC4OAgfumXfkna1fKgV/JlrBxo1A4APOtFrlQqvpUhK+QnSgJWt7FXBGhUldOJ1pyjQMvb0LgNYHd1FULeqgEP4feItmQSsEv+7tNHuBYDLW2HHUYdjAi4U7MQ926DFLYhYkmwfIdHSRwRQdm+KoegccZPgYQx8UljEJoO4tjBH9tneCINd/L0gdtQSiM78UiJGopWEaE7p8iLEgc6AOccb731Fn70ox/h8uXLuHHjBl577TW89dZb+OEPf4gvfvGLUiYdvSQONGoHAFBNPJQIoACUOOAHh51DzxwwqteiEAKxmqqBXWFA/htUSgmcZBZa4fgr6fbgJDSJhQEAEHoMtCyXOAB4AsFJiMXbQDoHImvVQG4EbO1ReMePpyCGgm0n8CCEQPT1g2zI+bdpB3L+U8AhRmyEEClEV4VCEQ5KHOgApVIJP/rRj/CHf/iH0DQN//Ef/4GXX34ZMzMz+Nu//Vt88YtfDDvEhgghqjfm3UJt4tHIkMybECBr4qFQdAuU0n0jOwFUR3Z6Rp1RW7EiVh66UwYg5+jCg3Azg8cWBwQIiGkAT8+BjPBkvzTtBI1gRMA++zzo3Rthh9IQocdAt1YP37CD8NnnAm8nqDt+XxY04uKA0E2QuSvIpvpgWRZKpcaCXpTbCqIatyJ4hFr4aYoSBzqAYRjY3NxELBaDZVnVxDOZTMK2d8vSZFyNjPIYvINcyaOceCjCRVUOtA8hpE4E8KoBGGPVa7FQKFS/C6OOuVPv3B6pT4tp7ib3x6h0sEemq+KIjAiqgVTkHkPnjVYUYyfAH98HLck18YH39YOth1c14E7MAWbInk3x6JsSOrOX4DguSk/vT7PZLCzLQrlcrkuqoywOKBSK46PEgQ7g3RhvbW0hk8mgUqng2rVrePvtt/Haa69Jm3DI6AGwl8NWH4NwJZcd5bDvH7Jeq7Kw91rcO7KzVCqhWCwikUhgayvcfuWOYBVg2LsmfFGrGgCethakB6FvH21Om6AMjAGQufAqmQWRtI8fAJynwgAAEHBwyQQCHu8DDXGsIo/3gQ+G005Qi4jFQ47geAjK4MxdqT4ul8sol8swTbN6n1oqlSJ//xDVuBXBIw5pr+lllDjQIS5duoQHDx4gk8lgcnISb7/9NjKZDD73uc9Jm2wEPcrwILzRZLWVAHtHk+Xz+Z4WAZoR9R93mVDiwC6HGXValtXUHFDTtK49h0a+NqmW34SwETydA44oDtgj09BdeasGXLMPVGJhAOkhaHvOPZVMIBCxBGhpJ5xjA3BnzoPQ8K8somkQlIFwmZWw5rgnzgLx1L7nLcuCZVkwDAPpdBqO46j7B4Wix1HiQId44403qonrm2++CU3TMDk5GXJUBxNGW4EQAqZp1nkDeCKAl3iEMZosyqiEVnFUDmrPsW27ej0qjw4AdhmGtWtwF4XRhc0ghn6kpIfrJhjkFWcFISDg0go2TjK3TxjwkEUgcPsGwELss3cnToPE5BgjSCiBSOVAtsP1Xjgqh40vrFQqqFQqMAwDsVgMqVRK+TEpuppoyvnBoMSBDmGaJkxz90dtZmYm3GBapJNtBbV9yLXzySmliMViSgTwESUO+Ee3nstWKnN6vT3nIIQQMPMrNbcW0b3NIITAyQxD32hvfr0zfAK6I28v/24fv3wmhAIAT2ShFTYO3M4TCMTSA5BiOCv3YX6mebwPYnBEqutK9GWACIoD7sg0RGawpW0rlQpc14VlWUgmkxBCREoQVvePCsXxUeJAQEQhyfBDHCCE7JtPTikF57wu6djZ2YEQAplMBsVisWvMyWQgCp+1qBD1c9nK9dhpUS7q53AvQgjYVgl9pc3q46hWDXjwVAZoQxzgZgKaxO0EXI+DleQbW+gJA61OTqDgEGMnIB7fD1wgcLMjYCGNVRQA3Fk52glqEYm+sEM4EodVDTTCqxTTNA2JRAKEkOpvhULRDSjPgeYocSAgonRz3Eq/mZd0HGRGVi6Xm/Yhe3Rb4iAD6pz2JntFgNrr0RPlDrseFQcjhIBVqSBV3gCB2PX4F9GtGvAgOgPXDFCn0tL2ztAE9KdGjDIiNAPUscIOow4BAh5Ptz1SkQgXGDsB/uh+YL3/AgTECq8qxJ08DWLK0U5QRwRNCXlmCHxkuq331N7/OY6DnZ0dMMYQj8dBKUWpVFILOgpFF6PEAUUdnu+A9+MghKiOIzso6XAc50hJRxQmJEQNJQ74h4znstafw7seAVSvx0qlEqky0KjgCQNwHcRKG96TxxoDKAuEEDjZERir9w/d1k1moNnythM4iRy0klyTMQSh4GYS7IhxEeGCjk+BP7oXiEDAB8bA1sIZXcgTaenaCaoYOgSiNa7UOdNe1UCzxSHXdZHP50EpRSKRQCKRQKlUQqXSmqAYBKqlQKHwByUORIQbN27g29/+NoQQePXVV/H666/Xvf4v//Iv+PGPfwxKKVKpFH7jN34D/f39Le/fcRwsLy/j448/xuLiIh49eoS1tTVcuXIFv/IrvwLbtlGpVFAoFHxdeZQx+Yo6SnDxjzAneBw2ttOrzpG9zLMbrnFPGBBCIFXZBhE8kqMLD6LVkmnePwytImfVgKA6mGSxCcLAjThY+XhJPREO6MQU8Og+UOxcy4RgOuhOOBMedqcTnJP2+4JQCpHMgBTkEp+aweN9cCfPtvUer+2s6T45r4oE8Xgc8Xgc5XIZliVXpY5CcRhC0u8ZGVDiQATgnONb3/oWvvrVryKbzeJrX/saLl68iNHR0eo2k5OT+JM/+RMYhoF///d/x3e/+1387u/+bsP9rays4OHDh3j8+DGWlpawtrYGSimGh4dx6tQpzMzM4KWXXkImkwGlFJubnTN1Uoms/3RDMiYLQZzLWrPOZhM71NjO8KgVBiA4YuVnRnLddJURjYAbCdBK86oAJz0gXfJdC4+nwIryJG6CahC6CWb5M3GAcAdibBJYegAUOiMQ8Oww2NrDjuz7MNzJM3K2E9Qg+nJARMQBd+4K0Ob9VatjDDnnKBQKIIQgHo8jm82iXC6jXA7Pi0RVDigU/qDEgQiwuLiIwcFBDA7uus1euXIF77//fp04cPr06ep/z8zM4Kc//WnT/b3zzjsQQmBiYgJXr17FwMBANUHv7+9HoVAITAVWiezRIZUS9MIaKulRgD27lMNc7VYczF4RYK9Ph9fLqW5y5KBOGACQsHdAudN1VQPA09aC3DCMJ3ebbiMy/SCSigNuPC2VMMCZATAGavl7vohwwUcmgCWA+FxBwM04aEijC3kiAzE4LL3gJpLpsENoCaGbcGYvtf2+VsWB6nGeTjMolUqIxWLIZrOwLAvlcln9jimkJvpuQZ1DiQMRYGtrC7lcrvo4m81icXGx6fY//vGPcf78+aav/+Iv/mLT14JeyVeVA0eHOmXQSgGZT/4DVv8kyv1TANOU4OIjRz2Xe806NW337+KJAP8/e2/2I1manvf93u87S2yZEblUdy29zfRUz0xPUzR7aM/8AUOA1oV0QaMsG5RIgCBAyaTvDejCMHRh39AwYBuEYFuQTRhCiRIECiAggfKtCZMmTQ0lihrO0tM11VstucRylm/xxcnIyqyMyIzlxFrnBySqMvLEOV9mRJxzvud73+dJ0/SVMQfc1BvEl4UBvKcxGJZbb+dtha83xv7M7N1e33YCUYhdn8oaF8QggsoGC9m/wuFu38N94kv1IPDNDurZdJGWpRwXwX5pfdsJLrEhpoTmnQ8gjKZ+3rTiwBDvPYPB4FwkaLfbZFnGYDBY2jVgU681FRXrRiUObBl/9Ed/xMcff8xv/MZvzPT8ShzYHJRJEaXI2q9R/+x71J78iOTgHfzdryBhuOrhbQU3iQNa6ysiALwwB8zzvDIHZLPSWgCc92QXhQGgnndRNt+K6MJxKK2KFfiXYgA9QLMJ+WImu/MyTTzgonFhHbxF5YutvlM43J03cJ88KkUgcM026tmnJYxseuwb7yHR9BPZlRCv/zi9KMxXfmam584qDlxk2F4Qx/G5SJAkySshhldsDlWU4XgqcWADaLfbPH/+os/16OiIdrt9Zbu/+Iu/4F/+y3/Jb/zGb5xPUqZl2SXp1Sr37Ch75hKsNeneG9SeP6Lx+ffwT3+Eu/dVaL5+qd2gYnaUUleiAkXkXAS4mNpRsdk458hebu3wnkay3VUDQ0zn1hVxwBy+QbCuwkDURK1JO4GNGiibI3Y5MW9lCgQ+iFErSN5wzTb+8HBjPlOiNb7WQJL1Teywb74HExqMvszQ76YM0jQlTVOiKGJnZwdjDIPBoBIJKirWnGrmsAG89dZbPHnyhKdPn9Jut/mTP/kT/ubf/JuXtnn06BEPHz7k137t19jZme2iAMWN8TAabRlUlQMz4j1yIZPchyHp7mvEJ58jNkf/+M/o6H9HcvAOycHblUgwISJySQSIoug8OjDP8/NKAGNMVcK4hTjnioqBlx6P7QBt0q2uGjinVrsU1+ZFkDgCszqjsXF4AKXWIk7Sxk1UniJuuQJhGQKBbd9CH39e8shuxiPYt7+GbNgKntvZR6+xOGDu/+zMzy2jcuBlsiwjyzLCMGRnZwdrLYPBoPSKuuqaXDEN2y3zz0c1Y9gAtNb8wi/8Ar/1W7+Fc45vfetb3Llzh9/7vd/jrbfe4oMPPuB3f/d3SdOUf/AP/gEAe3t7/Oqv/urUx3LOES6xJL2qHJgNsdnlG2IRbK1JbtqEZ6toyhoan/8ltadFu0F68BZeV+0GQ16uBHjZHDBJEgaDAc1mc6GJHdvOpnzGnXOkYzK7m4NnxafNb//thFKC3TkgOH0KQP7624RrKAwA+NYBqvf85g0XjK3toLI+4lbTPnQuEHz6E9SUJoUeVubXYN98rxCeNgzfbMMXj1Y9jJHY197Cd27N/PxFiAND8jzn+PiYMAxpNpvnPgVVxV1FxXpRiQMbwvvvv8/7779/6bG/+lf/6vn//87f+TulHKdyut8MlLk6iRER8tY+yuToC3Fk5yLBkx+RHL56IsFw5f+iCAAvfAGyLKPX640sddRab8TEtmI+rhMGIjMgyPuFyLEGK9TLwO7uE5w+xSuNVh7W0DLD6QiVlGfGNyu2votKusiK0yvOTQo/ZSqBwO3dQT9fvgmha3bwB7c2U2xrjDfuXDXm/jfnev4ixYEhwyq8IAio1+uIyHlF3jxUlQMV01B5DoynEgcqLuGcqyZDG4CY0WZXIkLaeZ3G00fwUt+rchdFgrdJD97eKpFAKXUlKhDAWnspKvBVNwesuMx1wgBAM3m+ldGF1xJHeFHkt98htOvpNeDjJgxW6zVg621UcoKsyaRkWoHAi0IG5cYhToIXwb7z1Y2911D19UwscLuHuNvvzLWPZYgDQ4wxnJ6eorWmXq+jtabf75Pny/HsqKioGE0lDlRcovIA2AyUHe+ELSJkt94i/PQHI1c6C5Hg+9SefLSRIoGIXBEBhiZKQxGg2+2WUqq4KSXxFbNxkzAQ2JQg6/KqdScqEdytNwhYz5t022ijVywMmLOEhHV7X0wjEKjX3sR/Nj4WeVHYN7+6OekEI3AiqCiGbLGJFNNi3vtw7n0opZZuGGitpdvtopSiXq/TaDQYDAZk15ybR1FVDlRMw6t1VZ+OShyouMQqxIHhBKw6sU/OqLaCi1jvcfv3qD0b3xe57iLB0Bzwoggw9AXI8/zc+Th/2Vm+RCpxYHu5Vhhwlijv00qeArL9JoQvYettsp3XqX/2vVUP5QpeFJJPN2koG9vYQ/efr+2t5SQCgQ9j/NNPlv47uFYHv7c56QSjEBFoH8IXP1n1UM7x9Rb2za/NvZ9VXu+cc/R6vSsiQZqulwhTUbHtVOJAxSVWMRmqxIEpcXYiR2wfRqS7rxOffHbtdhdFgvTgbZLD5YsEL4sAQRDgvT8XAYYxgVUEUkUZjBQGnCPKe8R5j9j0X1TdOLvRE5lpyOI2WW33vIXCHL5L6+kPX8SmrgG2sUfQX50JoVnx8SflJoHA7R6gnz5e6pi8nKUTqC34RO101kocMO/+B6CWlzS1SIYigYhQr9fpdDokSUKSrKcxasVmUnkOjKcSByousQpxYFitUE38JkON8RsYha01yE2HsH+z275yhvoX3yd++hHp/lukndu42uyxmKPQWl8RAeCyOWC/318bX4CqcmD7sGdxhcCZINAnzruXBYEhzsErYEKY1vfIo1YhClzwVnBBxOmtd2k9+SF6DRILbNxCr3BivmphYlrGCQSu1kI9/3Tp4ynaCdanOm0u6q1Vj+AcH0SYL/+VVQ+jdLz39Pt9BoMBtVqNTqdDmqYkSXJlMalaXKrYZB48ePDzwP8AaOB/efjw4X/70s9j4H8Hvgk8Bf7Thw8f/ujsZ/8V8CsU1sH/5cOHD//FvOOpZJOKKyy7taCagE3HODPCkduKkLf2sNHk7srKGepPfsDuT/6U9g//gPpn/x7y6cr6lFJEUUSz2aTdbnN4eMitW7fY3d0liiKMMXS7XZ48ecKTJ084Ojqi2+2SpunaCAMV24d1jjRJCNMuO91POTz5Ee3BZ9RMb3QSwRZXDTggaRzQbb9JHjbGGi56FXB6+GVs1FzuAF8eB4LASl4Pz4tWgk1D4ZDX7+Eau+eP+XoLWbYYv3uA3ztc7jEXiFujCEb7zjcgjEvZ1zpOsoeRh0dHR3jvabfbNBqN6r6xYi6K/KHFf93EgwcPNPA/Af8x8D7wnz148OD9lzb7FeD5w4cPvwL898B/d/bc94G/AXwD+Hngfz7b31xUlQMVV1j2Sn5lgjgd05b4ighp+zVqz36CspMbjInJIdLE/afEvSc4FZDtvE6y9yacvV5DX4CLBoEvmwMOI4rW8aaj4tXAOwu9Y+L0lN1xQsDLbGnVgEPImoeYoHalUmAsSnO6/zato0cEyfLd7QFsc49gggqosvGAa3Q2UhgYosThXr+H+6wQe/SSqwa8KPw7X92OdoIzvFJ4pRG3WjHbi8Lcn9+IEJabVDArw/aCOI7Z3d099x6qFhUqNpj/CPjLhw8f/gDgwYMH/wj468C/vbDNXwf+67P//w7wPz548EDOHv9HDx8+TIEfPnjw4C/P9vd/zzOgShyouMKyV/KryoHpmKatYIgoRbJ3l/rTH08eu2XyYjVCBERQ3lI7eUzt+CdQa6HvfRX2756LAEmS0O12q/aQirXAO4tKTgmSE8Ksi5p2ou/MVlUNOIS0dQuro8JgcdpoRqU57bxJ6+Qx4ZInyi6ooVcRuQe4ehu9AlGibJQ47L238YMU5y3SP0WWFM9p3/wq6O3ohz9HBL+zhxw/Wekw7Bv38ReqQuZhE8SBIWmakqYpURSxs7NDmqZVBGLFVPglzjsePHjwRxe+/fsPHz78+xe+vwd8fOH7R8C3XtrF+TYPHz40Dx48OAYOzh7/g5eee2/e8VbiQMUVlr2SX1UOTIH3yA1JBeMQrUn33qD27OObNwbEe7y1ELx0mhCBtIf9wR/jv///YuJdkoO3S/cnqKiYlrkFgSFb1E7gRJO0buFUcCYKzH7zL0rRbd+jqTRRd3mTIh/GqGS5pogewdV3Vh6ZWAZeh9hGG5X0CBoxNN7Ce3AevPOQ55AOkEEX6Z8gdv4Y2CFuZx+/d7A1n6eL+FYHViwOmPvfLG1fmyQODMmybOrIw4qKZfPw4cOfXfUYpqESByqusApxIHh5AloxErH5ZCXRY/BhSNq+TXw8WVmpmAx/zWsjIoTZKeHj7+JFkTX2Gey/XVr/Y0XFTXjnkDNBIMq6KKZbDXWAF40TjReFtjnabf7NplUBaes1LKo4Z5R00y8i9HZu41RA7WTx5emm3iZIThd+nIt4Ubi4uZJqhTLxKsA2Oqisd+V3OSsIAyUQRFCPoNPG+7s4FN46sAbSFEm6SO8EmdJ7xovCvvXeVrUTXMQ3VmtKaG+9id97vbT9baI4MKRqK6jYYH4CvHnh+zfOHhu1zaMHDx4EQJvCmHCS505NNSOruIL3vjIkXFNmaSl4GRfX8e3XkOPPb97YmmJScdPrI4LgL/gThKQ7r5Fe8CeoqCiLoSCg0x46HxQlvqJIw+b5/z3F7Gf470WK7zziPU4U/mwCrb3BhXVy1yBKTlAu37gVT6Nj0uYhDs4M/Mq/2RcRktYtvNLUjxYX5+ZEo/LlpiR4FSC1BnpE/N+m4JXGNvYKUWBKjwg5O5cTCAQhxCHstoDb59UGGAtZCkkfNThFBt2R+7JvbVE6wShq9ZUevsyqAdhscaCiYlq8X5ur+x8C9x88ePAlion93wD+85e2+V3glyi8BP4T4P96+PChf/Dgwe8C/+eDBw9+E7gL3Af+n3kHVIkDFVdwzi11sl61FUyO2PnFAUQYRE3iuIlOe9dvCniTQziFM7MIyhvqJ4+pH/8EE9RJ994g37k137grXnmcsbi0T2h6RcuAEmx8NYnjsqu9Z2gs6L3HSYCjmAApLIG3FAlAF1ABWWMfnEU7Q5geT+7VsSJMUPkUnFwAACAASURBVCNtHFwQBRZP2tjHq4D6s48Wcjxb3yVcYlm/0yHoENlQYeCFKNCfWhSYBBHQAkQaoga0GsBhUZQiCuU9Pk2x/R54v7XtBOdE0VmKxvLPDW73AHf7nVL3qZTaWHFgU8ddUXHmIfDrwL+giDL83x4+fPhvHjx48N8Af/Tw4cPfBf5X4P84Mxx8RiEgcLbdQwrzQgP8Fw8fPpy7jEam+UA9fvy4+vS9AjSbTbTWnJws5wYpCAJarRZHR5tv+rRoouPH6Oz6Cf2keOepPXt0Y4KBVwpfQqaz9x5T22Wwv1n+BIeHhzx5stq+0k1n3r+hzTJI+4RuMNVkw/li9RkEhUP52bwERIQYg3SfllaeXxZ52CRr7OH8JKFJiyFIuzSf/qjUSZKJm+hsutd7HlwQFxPcfLCkI5aHF41tdlD5oFS/gJmJ6pwcvEvj5NGqR7Jw5M//P1R3+fcu2Td/DvvOB6Xus1ar4b0nTUtYhFgyxpjKDLlk7t69u83anv/e9z9ayoHuv/s2rCaFd2aqyoGKKzjnCMPllQJWlQPj0VpfigrMnn9U2u23KCHZu0f96UfXroqKc0UUnJrPbVpECNPN8ycYtr1UKxPLxTuPzRJ01iPyk7lQWy94Kd6nyls0Du3nnyx570nQ0LhFYFOC5HjlV/o82iGtt4v35wqFAQATt+gevkvr6Q9KccD3Ikv9nVxYA+83ThjworDNPVSeoJfsyzAOp0M+3/saVkKu1vRsH761B0sWB3ytgX3r66XvV0Q2doJdXZ8rKsqjEgcqrlBFGS4fpdQlESAMQ0QEY8yLqMB+j3DGpIJxiFYk+29Qf3p9goHkOT4uKYpqlD/B7uuknTcqf4IKnHO4pE+Q94ivMRcctggMy3qVtwS46SP6pkEEE9QwzZjADAjS06VPytNamzzeLX7PFYsCF7FRndNbX6H15AcoN58gY+qdpbUTuLCOOIvYzTGhXEdRAIq2hicH75Pq+tn3ATLne2Hd8c3lV8GZd39mbrF+FJUIXvEqsT5Xz/WjEgcqrrDslfxXSRwQkSsigFIKa+25CNDv9zHGXLlIq2xBq1pBSNq+Q3z8yfhtbA4+vtmYcFqG/gTHP6F+9AgT1kk76+VPUFUOLAeb50XrgB2MLE/3njMxoDDZ01iCEqoCZkIEEzYwQZ3Q9AnS0YZsZeGBrL5HHrXORIH1XN1zQczprXfZefJD1IyTbRvWCBbQLz/yWHETZTLkhtaqdcGLYJv7iEnXShSAQrB4cvg+g6B5/pgN6wTpeo2zdOpLro8IIoKv/4eYBVyOqutcRUUFVOJAxQiqMv9yeFkE0FrjnHtRCZAknJ6eTnwxLsWMcAwurpE194l6z0Yf23u8NYV79aIQITAJwZO/xH/xvTN/gndwtdXGRb1K4tWy8c5j8xSV9oj85cmk82CleL8p79AYggnbC5aGCHnYxAQNgrxHUJIfyBAHuN3bJBKutShwEa8jTg/fpfXsR0WSxAzPl5IrpEZh41bRo+/WPwLNi2Ab+4hdP1EAihW454dfox9cXkU3ukbA+o23VKIpzHpLwLz9PkGtQSeOSdOUJElKm9Arpaq2gopXhqpyYDyVOFBxhWVHGW46WusrIgBwLgJkWUav15v7oltGjOFYRDCNNspkY1dBxeT4RYoDl4Yz9Cf41y/8CQ7ehmC9/QkqJsM7h00GZ60DxeTMenVmHjj0C7Bovxml3l6EPGphwgZB1iWYs3fdIaTNW9gg3hhR4CJeB5wefInW848IbkhEuUhe7xAuoWrA1nZQaa8Uf4RF4hHYPcRlCXpNV+A9cHz4Hqdh58rPMl2jtvwhLRXRCl9rIkm5wuAovAjm/ofkgwGDwYBarUa73S5NJKgqByoqKqASBypGsOwow01BKXVJBAiC4uNjrSXPc4wxDAYDrF3MStRCxQEKg8K8fQv1NBtdEmxNMUmRJQpHa+BPUFUOlIc1Bp8UUYSgcaJwKLQ3BFjw67+Kex1eFHm8i4lahOkp2iRTPd+JKkQBHRZ9FGs+eb0WpTnde4fW0SPC5Gb/AKcCdNZf+LBsvY1KTtY6mtIjhaeAM0j/mHWW6k/3v8JxdDDyZ6m8GmKu291HL0EcsHe/gm+2z79PkoQkSc5FgizLGAwGM0/wK3Gg4lWiqhwYTyUOVFxhFZOhderrFpErIsDQF2AoAnS7XYxZYr+z90sptUWEdP8utSc/vrKqJoA3+erSBVbkT1CJA/PhPXSPj8lPjxDv0d4gQIhhBfHgS8GLIot3kXiHMD1B3yDsOQlIWoc4CQC/dnGJsyJK0d17g+axJuqPblka4uLWwr0GbKON6p+sJJd+EjzgmnvgLHrBPhZl0N17h+e118b+PCPEi1r7Co158c3dpRzHvPezIx8figRxHM8lEmzqdW4d7hsrKraJShyoGMnQd2BZ/WfD4y1q1X0UQ3PAiyLA0BdgKAKMMwdcNmLz5d3QqmGCwY+vjsPk+HWIHlyiP0ElDsyGdx6T9PHWkooQ4NFicV4RrunkrFRE8Ahp3EZFjig9uVKRY1VI2rqFRZ19vrfv7yKi6LXv4pUm7n4xchsT7yxBGOig+kdruVZ0URRQU7RhrJJ++w2e1u9ev5EILqwtpSJkpSzBlNAe3sPv3752mzRNSdN0bpGgouJVoKocGE8lDlSMZNviDF8WAYIgwHt/LgIkSYIxZm3NeBZpRjiSICDt3CE+upxgIM7hrQVdfozSrAz9CYJP/4zB3ltk7RtuWCsWigBmMMBYW3wjQuQz1NnEVylP7iLCDfETmBcRwYsmqXXQ3hKmJ0X7QOMQx9mfaAtFgYuICP2d1/EqoHZy+ZziRS087s409gj6zxd6jFnwFKKFeL8xogBAsnOHL5pvTbSt0XU0Wy4ORIt3VjD3vznxtkORIIoidnd3z1se1/X+Zl4q8aOiolwqcaBiJMteyS8rIUFrfUUEgMIc0BhDlmX0+/2lViiUgVpGS8FLuKhG1jog6j699LiYHL9G4sAQ8Z76s4/QgxMGh++WlqxQVQ6M5uXPWpYMOD06JrcGhUekKI+PXkoYEMApwbhgdVGEK0BEsBJgW69hEcS/WusWIlK0TqiAxtHH54+beptwcLMnwTR4UXgdQhDhazvoo8el7r8MbGMPcBu3qp62bvFZ652Jt891zBrUmi0UCTU+jJF8MSK+29nH3fny1M/Lsowsy4iiiJ2dnRtFgmqSXfEq4f2rdAWejkocqBjJsuMMpz2eUupKVKCInIsAw6jApfoCLJBFmxGORATT2C0SDC7GZ5kcohjWcMIsQDx4jv70zxjsvYNt7s29z1ddHLjOgyNNU06PjsiyFLxHiUdLEUMYOINm9E2owuNUgLG+MCLccjwedITYDLEZ6HjMX2b7yRodvNI0nn2EDesEg5vbCbzSeB3hdYjXAV4FOK3xKsCLxiuFE4VH4UWKc5P3BIFGki5+/y00DmVyVNotkgqW8LuOwjTaiMhGVQoMyRv7fLrz7lTn/lRqrDaMdjm43X30009u3nAGzP0P57reviwSWGvp9/uXRIJ18XyahU0dd0XFulKJAxUjWXac4bgJ2NAX4OLkZDgxGYoA6+ILsEhkFeIAxd8/3z1EmfS8ekHweGtKW5lfBEGe0Hjyl2TJIene20tLNth0Xv6sDT04Xv6sWWsxaVqIejhUURuP9x7vhcinN06+FA6rQ8T6sSLCPCiTECYnaJsxaN7CrygG06kA5e2l1iCxKV7FW99OMI68tkP38MtEaRfnG8UEXwc4pc8n+15efE0tznmPVoIkhamfCDgULowhjPHNgzOxIEOlvaWIBaZeiAKbVikwxNTbfNK+P3VaTSIRZ3a2CxnXuuCbbViAOODjBvatr5eyr6FIEIbhuUgwTFjaZHGgomIWXq3avemoxIGKkSw7ztA5RxAE1Ov1sROTJEk4PT199S5gzqIW3JN7LSKke5cTDMTk+DUWBwC0M8SnnxNkfQYH7+Ci5kz72cbKgWEs53XtN71e70r5qclzrLF4Z9Hi0Bf+LM6Ddo6Ayd+rGkeuY8Qm554Ec+EMUXJEkA0uTbzD9JRUR8v1UREFImh3tSVIACVbE0owE7a2QzqBuenUr5iHQECumYS/EAtqENbwrQO09yiTotMeUqJYYOu7oDR6AysFhpi4xSftr+JlhnYyURDVYUNFkYlpzHZ9uQnz7k+DLvdWPc9zjo+PCcOQZrOJ954kSV69e6uKioqRVOJAxUgW2Vagtb6yOjlMRnDOjZ2YvKq87HC+mkG8lGBgDTi39ivyyjskOaX+xffIWq+Rz2BWuMniwMXKm3GxnDe133jnMaYQBZS3KPFXZmzOQ+iymSb4AZZM14jsYLY8d+cI0xOCvIc4O3JSF5gBucvxOprlCFPhEdC6aCG45s+hbIZR4au5dqH0gs5rQoCZuvdbAHfmrG9KEguGosAmtg9cxEYNPt37Ok7NfrvoogZqy8UBH5dvSuh1gPnyT5e+3yF5npPnOUEQ0Gw2UUqhtd44T6ZK1KioKJdKHKgYSRltBcPVyYulysClicmwpC2KImq1Gr3eZt9ILYJVtRRcIQhI9u5Se/64KBIdeg+sOYIvVpJPPiVMTugffBmCySeJy26xmZVRiRwXK28GgwF5nk98I+WsI8tzcAblz6oEXpohee/BQzxn8kAhEDSIbH9igUBnPcL0FGWzGydu4j3aJBjRoBZjpnnZV+Dmm2uheF/5V00EVcFi0ldECGxeeDrMuytGiQVFG4JOutdOdG1tB69DdNqdexyrxgUxn+1/HavmqxLLdf3VMCVUGnHlTazt29+AuF7a/sYxvBe7WEkwGAy2xrOpomIUVVvBeCpxoGIkzjn0hI701xmWDUWAbrd77YVm2W0Mm8RKzAjH4MOYrHVI1H1StBZsgDgAxc1+YFKsdzQ/+3OSvTexjf1VD2smxoluZSVy5LnFGoO4HD1c+h7x0SxMBy26JEPBAEOmG9TsNeXgJiNKjtEmmbpfP0x7mLBR1PKXfK7xOiiqFqac9CqTYiRcR2/PxaA0Ym/2o5gaUQQ2QexiJjOFWKBeiAVwRSyw8Q4EISrtwhqds2fF6ZDPD75BruY/x6cSbb84IAq/s48cf1HK/jxSGBEuCRHBWkuv1ztv8RSRc5+ZdaaqHKioKJdKHKgYyai2gmGJ8sVJydAXYCgCzGoOuCmrs6tgFTGGYxHBNHZQJiVITvHWwhrGGo5D2xzxjvqzjzD9I5L9d25sjVhVW8F1ZpyTim6TYp3H5AZvc5S3I6sELuIcE5kOTkuAIVF1am5w6WBhcly0DXg38zHFFa+9B5ByLn3+rAph1hJ5waP0K1I9IKp4DRaw38AMSl2xvfGQXBYLTLxD4/mjQhjYArwK+OLgG6S6nFL5vg/ZLWVP643f6UBJ4oC7+y6+1SllX5Nw0ZDQGMPp6SlaaxqNxsaIBBUV01BVDoynEgc2kD//8z/nn/7Tf4r3nm9/+9t85zvfufRzYwy//du/zaNHj2g0GvzSL/0SBwcHE+/fWsujR484OjriRz/6EY8fP+bp06f8+q//Oru7u5f6lMvyBVh2dOLG4P36tBWcISJkO4cokyEmw+vFlz2WiXK2MFZMTmh+9m8Z7H8JF483k1qGODCqJcB7f94TuggzTuc8eW7PBAFTJA7A9aKAB+UcMXlp43gZLZaMkEb6jDA9RZwp5RIuQJQckzQPwTtkStf1i1zyFZhzXMpmGPSWV04J4i1S8gqfiELn/XOj1GXjAFdv401Of/d1mkc/QeziPhvLwIviyeHXSYJGafu0KJyO1sM/Z4H4Rnmhjfl7P1vaviZBRK7cz1lrz0WCer2OUuq8PW2dqCoHKirKpRIHNgznHL/zO7/D3/7bf5tOp8Nv/uZv8sEHH3D79u3zbf7gD/6ARqPB3/27f5c//uM/5p//83/OL//yL4/c1/Pnz/nkk0/Ov774olC9X3/9dd59913efPNNvvnNb9Jut1FKcXx8vJDfa5NN3xZJsdK2fhc+UUK6d4f4yccLKdNeNOI9Oh9gfY3Gk8KsMNu9s/Df4yYfjnlbAm7COY8xDmdzlMsnEgTOnzuH6eCk6KxPbfDsrG1gAfvPE/AUk8kZxAEPoMOJfQUmQbxDBdH2Vg/44k8tJf9+olRhFrii8+NFYQCKSXW/fZfG849XJlbMixfh2eHX6Ac7pe/bBrWtFweolSOU24M7+IM7pexrUpRSYysDrLV0u12UUjQaDRqNBv1+f+1EgoqKafB+s+5bl0klDmwYH330EYeHhxweHgLwMz/zM3z3u9+9JA5897vf5ed//ucB+Omf/mn+yT/5JyMn36enp/yzf/bPuHPnDrdv3+anfuqnuHXrFlprtNYcHBzw+eefL++Xq7jCulUNXEIp0oM3iE8/hzWPNRxF4UOQYIOI6PQzgjFmhbMIV9e1BAwNAstqCbgJ78GYFz4CSjwaJs6IG5oORn7+VfKRmIz64DnhWdvAIhE8UXpCVmsjzsCEDuweD6LBO9QCzPS2tnrAe0Tr0lfTRRQ67a6sKNQBrvZCGDh/XGnSzj3i5x9vXMGqB44Ovko3XEwpuwlqhOnJQva9NkQBXmTuChlzf7lVAzC6cuBlnHNXRILBYECWbbnoU1HxilGJAxvG8fExe3t75993Oh0++uijsdtorc9TAFqtyyVv7XabX/mVXxl5nKrMfz1YK7+BUWhNXtshNMmqRzIz2mRnMV0Jrc//HYP2PWzzRRvOTeLAMJpzVEvAsAWn2+0uPZozNxabW8TnKNxUgsAQ74s2jKAk08FznCNOnhMlp4gvp21gUoKsR1bvgKiJhB+PQvuMIOuSRy2sCtCuXFFHvEOCqDBz2CIkCJCSz2FKFCpbsTBQvyoMDMl1iLTvEB9/styBzcnJ/lc4iRZn0pqpGpvVgDY9Igrf7CDd5zPvw7U6uLvvljiqybjoOXATF0WCer1OvV5fmUhQtRRUzMrsDkbbTyUOVIykKvNfD9YpqWAcLmrgF1QGviyUM+AdLoipH32MGRyR7H8J1IsJpFLqvApgVEtAnucLbQmYBGMdJjfgcvRQEJiR0k0HvSfIusSD5+gSevVnRTmDyhNcWEPZHD/GnNB7T+AyApOcVzSE6Sm9nTeomR7albsarm2OQW3NeVd0UHrlkxJBZ6sz/RtXMfAyWVhHtQ4Ju0+WM7A5Od37Eke11xZ6jERi2gs9wnrgdzowhzhgvvLhStr0phEHhjjn6PV6ayESVFRUlEclDmwY7Xab589fXHiOjo5ot9sjt+l0OlhrSZKEZnO84do4hpOiSpldDc659W4rGKIUNqwT5IObt11jlHdInmDDmDA9RX/2b1FvvE/c6ZwncwxFgF6vtzb9ltY58syCu5A0MAfee8R7Yl/O76dMQq3/jCAfrI1/RpQck4Q1nCoiCFEXZBRnCGx2JmBcHq/yltgMSIImNTtAl9hiIN4iOoQN7Ve/RNnCgPdEYYgfrK4s/VwYmLBFIol3EJsTDBbj01MWvfabPKsvvr/dSIhXeqmpEqvAN2f3a/BRHfvON0oczeTMc683FAlEhHq9ft5ukKYbcP9S8cpSpRWMp6ob3zDeeustnjx5wtOnTzHG8Cd/8id88MEHl7b54IMP+MM//EMA/vRP/5T79+/PtBq17NaCV7WVwTlHbhxJ7uiljtPEcTJw9BJXrGhvAC4sJ/Jq1QgenSd45xCb43/8r+l+/1+TJAlPnz7l5ORkLdyarfOkaU7SH2AHPbRL0Ni5F5ycB+0M4bzCgDPUup+z8+yHtI4fEeb9tREGALRJwNlihU7OSlNtTpB3ibNTApuOHW+cFRPURNfJS4p6Ox+Xnz4Gdu1QZQsDEGi1emGgPrkwAIAIg8Y+LirP9b9skt27PGm+ubTj2WDbGwuA2uyvt3n3p0GvZs2ujIol7z39fp/j42O01nQ6HeI4LmF01x+zoqKiXKrKgQ1Da80v/MIv8Fu/9Vs45/jWt77FnTt3+L3f+z3eeustPvjgA7797W/z27/92/y9v/f3aDQa/K2/9bdmOtZwsr6sMunh8Zbdm70snHM4D8aBdcVE7LrrWuA2pzTPK41TwcaIGddRGBWmWF2sdIXdzzHfO4W9L10xK1wmznlyY3HGoP10SQM3UYrpoHNE6QlRcoxaRJ59iQgUxoT1PbwKEJtTyycrVw9MQuByjArJdA1ECE05VTPiDCqobW5ygVKlxDue40HjkHR1niYOsLU23NBKMBIR+juv0Th6vHZO/WnrNT5rvr3UY5qgRrDCtpClEM92jfA6KMSBLWAoEgwGA+r1Op1OhyRJSJLN9Saq2D6qtILxyDSq2+PHjyuJ7hXi4OCAbre7tNKwdru9FfE43nus91hbCAE3iQDjqOfH7Kab0bMKoPKEMN2uGz+nNE6HRcmlCMnuPUzrcHnHdx5jHdbkRa+8lH8Kdt6jnSNgNmFHZz1qg+cLix9cFE4F9Nv3gKK8ME5PJvYRyOI23fiFq3vkMkLTL2VcXofYTbxpEVW0RpTWFiGFCLZCU9ZzYWDOtAXlXRFxuCYl9aZ1yE927i+9t33HnbB7+mipx1wF8md/hBpMdy00X/op8g+/s6AR3Uyn0+Ho6Ggh+xYRarUacRyXLhJYa1fq87PN3L17dwMvRBPj//jfP13KgT587wBKWcZZHlXlQMVYnHNLNcfaxLYC6xzGvqgEcCXO3YI1W2m6CRdE+HTDzoA3oFwx2bFBDcFTO36ESY7PzQoXwaXoQZ+j8MWJegF/WOcgPDvGVNiMev8ZYba6nPl5Uc4g1uB1gODJ6h3qvS8mem6YnSDRLl6K90CmInwoRHlv7nGJzZENrB5Q4ktMWxACl5UegTgNDsHWducWBgCcKAade9Sf/Xjl50dTb/N45ysrMb1LZTvaz27C7+zDFOKARzD3v7nAEU0whgWW53vvGQwGJElCrVaj0+mQpimDwWb7FFVsNpXnwHg2ayZWsVSWPVlf54QE5xxp7uinju6ZJ8DJwNFLITUvKgTKZJPaCgAQhQsW21+4CsR7xDmsigAhTE9pfvpvUMlpqccxxpEkGdmgB3kf7bPpJ+0T4r3HO0fs06mPofIBgc0LF/8NFQaGXFrtd5YsmsxMTLwntpdvbHMJyaLWmGdMh9owU8IgDMCW1VIkhefDlggDQ6wKSDt3S9vfLJh4h0/aXzsXtZZNRriyYy+VKU0J3Z0v43f2bt5wQSzLeHooEhwdHeG9p9PpUK/X57rvqzwHKirK5xU4S1fMyqtsSJiZyyJAd4EiwEi8J3Cb5/Rrt0wccEAe72JqLbwOcDrA6gjwNJ5+n+j5x7P1jJxhbSEIJP0+PuuhXYpisRPDoelgNIPpYJCeogAfRPR37mD1Zr/e4eD40s2lCWLchJOXWnrVIC8nIIt35x6X2Aw2YRLlPaI1LivpXCWqEJ1W6F1SCAM7pQoDQ/KgRraz2MjAcdiowad7X8OpeQJO50QEF2x/9YCvT5cOZd5bbdWAOovsXSZJkpyLBO12e26RoKJiWryXpXxtIhtw91GxKrz3SxcH1uHikBlPki9JBBiD9mZhq8aLxOvtWRlyojCNPXwQIpxV9YtG4RGl8ToiTI5pfPbnMIU7+4ukgT42KQQBzeJ7Jr3zOOeJXIqeVoDwnnjwFHSAH7ppK8Vg9zZZ1NrAd2qBeEdwIY5QvCOt70/0XGUzohHVPblXpQgEU79GK0CCECnJE0BEEeR9xK+uf9gh2HinxCqIq6RRE9NY7iqxC2t8tv91rAqXetxRmFdAHJjGlNDt38Ed3lvgYG5GRFZmBD0UCZxztNttGo3GVPeBVeVARUX5VJ4DFWNxzqH18lYZli1GjDp+ajzZGhjub2LVAAAi2CAmyDe7l9CENWzUvNKR5kXhvEVRxB4Wfbue+pMf0K0d0I8PzraUs5J7GX6L4PFnFSFa3Pnjy8A50H5G00FnqQ+ekcctvLp6yciaB3gVEiXPN7KDLxocM9h5MWHx3mHCBkF+s8FgLe+SxVfFhNwrfNwhTucw+LIZBLUS+/hLRpcXWSii0Cv2r3hRMbDgC4AIg3qHhs3RSzBwdTris4P3ydV6VPnkusZ6jGRxSBDgwxqS32y8l9//cAkjup5ltRVcR5qmpGlKHMe0222yLGMwGKx8XBUVryLbscRXsRBepbYC7z1Jvh7CAGyg38AFbFjb2JVkB2S19khhAIq5vH9p9U0oVnl3ky84OP0htewEhUWK6Ubx5S14h+CxKiKhRkKNzC/emd5YIfTZTMKA2Ix6/8lYYWBIXt9l0HxtI193bRLUBRd5AfKoOdG6vU5Px650Gw9J3Jl5/V9gfauHtC5ZGOiuVhiQxVcMXEKEQesQFy44A14FfH74Pplan9X6dE1EioXTuTnVxjXbuHv3lzCY61kHcWBImqYcHR1hrWV3d5dms3ntfeG6jLti8/DIUr42kUocqBjLslfyV2VI6L1nkHnyNUrD2bSkgksojderL1+dFqc0eWO/WBG9adsRWwgQuZTO4DGHJ9+nkTwZ60egpPhCaYzEJNTPxYKy2lm8K+I06yQzTTJ11qM+eE5ea18rDAxxUZ3ezp2NvBiG2UspA86SNw5Gb3wBARrXRBhaD1m8N7tAYNKVuMpfi9KIyUt5lZUaCgOrw4lgox1Yss+BF8Vg985En61Z9//F4fukurGQ/c9KQryukle5tNo3bmK+8uFafL7XSRwYkqYpx8fH5HnOzs7OjSJBRUVFeVSftIqxvApRhs57+pnHrFnl7sa2FZyxacaEJqyT1zsTvd+L6oFg7IRPAO0tO+kzXjv+Hru9x9dOPESKGLihWJBLUVWQ+Bq5D2YSC5wD5S01ZnsfRckxcdYlrbXx0xiYBRG99hurNT2bgWBwdEXIcZ4z88nrCdOTa00prfdktdkEAgHUGkwezhGFOFPKKr8SQaerFgbUSoSBi8cfdO6WLqh5EZ7e+jqDoJz0x4RrVQAAIABJREFUjFIRhX8FfAdsXL/25z6qYd/5xpJGcz2rMCSclCzLLokErVarEgkqSqEyJBxP9QmrGMu2Rxk65+mnHrtmwoB4R+BX39+QS0imYnIVFV8SYiTESnD2pS99OdE4UYWRX1jfiBVkB2T1Ni5qTDXaoTnhjdsJ1E2X106+z97pRwTmZi8GOasqUKoQIQqxoE7qY4zXN4oFzgmRTwlmMTn0nnr/CYFJSGttmGWSrxT9nbsblWQgeEL7spDiyWqdG5+rnCH214sw1nnS2t7IipMb929S1BK9X8YjRavMvDGL3qMpKlNWSSEMtFYmDAyxKiDdK8+QzgNHB1+lF9y8cr0qXg1Twut/R/PlvwLBelTYrdKQcFKGIkGappVIUFGxYCpDwoqxbLM4YM+EgXXUytfBbyDVDY5qr8/1euxZT2vwpMRRlYtVIaa2M/PveNGc8CZEhMilHHR/jFUBp/EhaTzZzbvIC/NDR4j1YWF16D2anODM3LCoFnDEzBjB5iyN/hMQmV0YGHKWZBD3nhKsuGx8UsLBEXnr9ctlvs6Q1TtEg+uNBePslLR2/WTAOU9a6xAnR1O2efi54jJLwRdamNg5e6+8RwuoCcweF8m6CANDch2hdm8TnXw61348cHJwn5NossSNVWF0jcn9/DeUUON1gIzysdABwfvfnsUediGsY1vBOPI85/j4mDAMaTQaJMnNpo8VFaNYbzlstVTiQMVYVuUBsGiMLVoJ1pVVtxSkuj63MADQq99aW3Egj5q4sDbXpHXYXjDVBEME7S2d5DNc8jmDaJdufKsoE5h8F2eVC4IjInUe8RaNLcqUfQ0lI97fL4ITzm8ExXvAo03KbvIFXhRpvDufMHCBtHmA25AkA2VStLdYuXxZtBLgRKOuidgLsj46Nlee+zLOebL6PnF6hLjJJ9piUlARrELO9B7RATKvD4ovjDtVvtrzWyEMNNdGGBiSRg2kdUDYfTrzPrp7X+YovlXiqBZDqmLWywmhfEQEv7OPHH1+5Wfmza8RNFp04pgkSVY+wd0kcWBInudk2eoXUioqtpFKHKi4lqFAsGkXjnHktjAfXGdWWTlQljAAkEU75DoeUa69Ohxg6p3CVK2UPRaZBLMY/ik8zeyYRnpMGtQ5rb+Om6DHfYh3HsER+gyFO19gDs/+M5z4Cx7xDnX+r7vUM65MSmgGONFFxYCUWy2U13exOqDe+2LtBYIw7WLrL7USeEfW2KfW++La59ZNj254czWItZYk2iVOT64VHC4iFOawbgpBoSwkCEtIJhC0z1ErNlp9IQyskfvsBZJ4F2VydHIy9XN7nTd5Vr+9gFGVTyKvQFsB4FsdeEkc8IC5/yH5YECSJNRqNTqdzkpFgk29x9vEMVesD5vqB7AMKnGg4lqGrQV23nLSNSAzRVzhurOqpIIXwkB5k8Ne/Rad7qPS9jcPVoeYePY2glG8qB6YsZSfohKgZgfEpz/EqpBetI8Jayh/FofoPcq78//LsBjO+7OJ/uwEWR/tcqxosgUIA0Nc1KCv7tA4/XSlkXU3oZNjpNbGv/Qe8c6SR82rqQYXiNJTJNydyGvDOV8IBPkpesIVbLEJyJJ7lHUwvzAgQmAzxM7+GSkDJxobNdZWGABAhH7zgKbNUfnN/iRDBrt3edJ4c4EDKxcnGqdD1IrfE4vGN5tXHnO3v4TfLZJQvPcM1kAkWGdDwoqKiuVTuXlUXMs2xBl670lytxHCAN6vpHJgEcIAQL9+uBZTwTxuYWq7C2mTEYqb3bn3I0LgDe3kM/a7P2Zn8AX1vEvN9olcQugyAp+jvS2+5hEGvCdMT5ciDJwfMojote+tdZKBAKEZfWNuwuYV0eASzhLbySd03nvScAerJpvwi/eIXt65WIcRqoSKgcAkqxcG1AYIA0NE6O/enjgONm29xufNtxc8qPKxwfVu/lvBiMQC897PXnlsKBIcHx8jInQ6HWo3eJiUzSaKA5s45or14ayucuFfm0glDlRcy6bHGRbCgCdbr/bSsShvihLxJZLpOkdx+cIAFFFwabRb+n4nxaHI6nv4IF7oKdpLia+aCELRXhKlJwRZr3AbLAvniNITFP5MGNhduDBwjtL0du/Rrx0s53gzEA6ejzYAdAbTur6fO05PpzqW954kbGEnnAgqky3HdkBpfDa50DEKESEwg6m8FRaBUxobbogwcIYXYdC5h7/hc5k1D/h0593LJpobgtGvQGtBFFx6Dd3e67hbb4zdfFUiwTZ6S1VUVMxOJQ5UXMsmJxZ4XxgP5ptzT0i45KqBTNcxnTvoYHEdRr36agyyrI7Jm3tTmf3Nynl7Qdn7PTMwjLNTwvR0fhM1a4izE0QEi1quMHCGiODqLZLdu2s5qRGbE44ydASMMdfGsGmTEEzbYuI9iW5NFP0o3iHBgl8vUcgcbTIAIgqd9+ePPZyTTRQGhlhRZPtvjtWC8nqHT3bvr+VnaBKyV0AcEFGF78AZ5v43J3reOlQSVFRsO97LUr42kUocqLiWZYsDZR3PeU8v9dgNyypZZlJBpmuYzh1EaZqxLGyS2K/tlVJ2PykOyONdTK215IIumdMB4LpdF6aHcdYrVv1n8KVQJiXOuyCqmHisQBi4iNEhg917+DVsM9D98dGFebxzbZVI3XRnOKIn0fWJ8t+VyRcYbSiFADHH/kUUOuvNtY8ycCrYWGFgSCaarH33yuMm3uHT9ldX+vmdl1RuFsO2Ab9TiAOusYt94/50z61Egmup2goqKhbD5l5ZKpbCJnoOOOfppx63gdeNZZkR5rqG6dxFLkzMWjH4RZwSRNGvLSd324nCNPbwQbj0Tq9FVQ9cPoic98VHyTE6H0zUchBk/aKXXlRRMRAv3mNgEqzS9Hfu4oL1mijo9HT8qrezmPre2OcGyTXPvYFU1TA39GKLt4hewPvMn8VkTpigMApRCp11V2466VRQ9LRvsDAwJAtrZDsvqq9s1ODT/a+ttXfHJOQSwiLex2uGb+wAYL7yMzOfcxctElST7IpXkcpzYDyrvzusWGs2zXPAuqJiYBOFAVhOjGGua+QvCQNQlHu3Yhay+r2M1gIT1sgbeyud9BbmhMs5vogQuJwo6xJk3dEiwQXjQc5bCdprVYrslWLQer2ImFsTBAivcYu3onBjjAQFT932Zz52qmJMeP3fQrms3OqBM7NDmaNtRYkiSLsrvxU6FwbmEDnWjTRqYRodXFjj0/33sctOrVgQ9hVoLaBWx4cx9ksfzL2rRYgERUTqhpVYnlGJGhUVi6ESByquZZPaCowthIGNvVx4h/aLdfUeJwwMUUpoxYIruU8qi1rkC7oRdECv8Ro2aq58YgLgRS/VUlIEtHdEeZcgH8DQGf6C8SAiWAnWThgY4kUYNA7I652bN14S4eBo/ATce7JrxhqlJ3NN3lMJya8RS8SVWz0gQTB7ooD3hEGAzmZppygXp0NsUNsqYQAoEgwah3y2/z5GRaseTWnkE7TRbDxxhPnyX4GgvNdtlEgQx7NVX4lINcmueCVxfjlfm0glDlRcy6a0FTjvya1HK1DCWkwSpyVw2ULHnesaeXu8MDBEK6ERS+ltzYuoHshUTL91h1Ds2rzmwmpWxATQLicyAwKXE9rk/LOU1dpnHgPr8lcagQhpvIvZfX3VIwFAnLnWXNA7Sx7vjPyZsjmRn68KKCMkj1pjf65cSd4DOkDMjGP1Hq0EBifzj2NOnA4LU8cVmyAuAo/whb6LCRurHkqp5OoVEAd0MLER4bRcFAmUUjOJBJssDmzquCsq1p3tb/iqmItNaStQItSjy+MshAaF0vpsQizFCqp1GGMx1mKtw66JtLfIpIJzYUBP1qcaasGFijR3pc0ne/UD2t2PS5vE9+J9VKDnnoQtAuUdThRqBRMVgcKL4Iys3sFuig4sQqJrhO27RMefrLx3PUxOMM3DsT83OkZLFzXiJrWWdclq83kpZAT4aJcouzr5FmeQoI6fp69eBygzowmq92gBlc3eQlEW2y0MwJG+xaltsBf0YclRt4skVTGj5bXtwXbuQny9j8i8DEWCJEmo1+t0Oh0GgwFpevNne5PFgYqKisVQiQMV17JJUYZBEBCGIWEYEgQBWmucc+R5jjGm+Dc34D2BQBAAgQDFxdH5YiHOU/zrvC++PysNGv5sUSwqqcBMKQwMiUPBeUVuyhEInI5I4jb19Hiu/ViEfvM2MRnreqMseKyOUWa+rPh5yep7rE9NxeRkKmJw66s0Tz8hTOZ7v8yDznqoxv54HwnvyBoH1HpPRjy3i47bWJnvMpujIN4tWhVeQnkz++urNDKjMOAQQiwqX166ytixbLEwANAP9nhmihaW3CnCzfs4jyUlwousPNliUbi4hWuNFxfLxntPv99nMBhMLBJU4kDFq8qmmgUug0ocqLiWdfQc0FpfEgL02aR3KACkaUq3253KZEdE0FfOE1dPHN77c/HA+8IAMZ0zen7IIpIKjK4R3PkK+QQrCKOoR4VAUJZhUa9+ay5xIAvqZLUO8RpWC7yMdoa+NGn43kqOv6nCAIAL63iledr5ErWsy073MXpFK9Rh3ie9przfO4cJ64XfwwUEqJk+vXB37jHkXuHjDnF6OWJRbI4ENfy0n0+liudOOQ6nQ0xQL4wtnSUOUoK8h5rVr2BOnI6wOtpaYSDTLT41L9qxUhsQBut/7psYEVxQu1TptC14Ecz+mytp5ZpGJNhUQ8JK0KioWByVOFBxLcv2HLjYxiAi51UAQyFARDDGnAsBSZJgTEmz8wmQsyi54V11oAURT5LPeaHyvvSkglzFyGvvEEQRzCgOADRj4TRRpdyAD+IOVgK0n/4169YOCbSsZRvBOLQSnF2+uUtW32dTLdm8KNywVF4FJFGLZO8+zeyY5slj1JLiPocE/eekYfPam/w8aqHywZXXOUpP6AU7pUwQjAcfd4jSo0vHUd5N91qLKgwNJ6yD8hRiTS4RnE8kPF4UA10HXSd0OZFL0Fl/5hjHadl2YcDqGh/b25cey11QRKauZkgLwQb1rRQHbPsOhKv1VJhEJBCRjRQHKirmxZdsvL1NVOJAxbUsy3NgKAAEQUAURdy6detSS0C/38cYs5ZqcaghNfN5gylvUCWWyOcqJu/cJVa6lNevGUE3Vci8YxRFv37ATv+ziZ9iUfSbr5+1Eazf638doU9xUQu1RCf3tLG/sQ65AC6sgbVFRr0USQuI0Is79A532Ume0Tj9BFlShr14R+AyjL7GP8BZ8sYBcf/p5ec6S82lJCUZVFoP2UsCgdgMdG3iSbLgJprAexFs2MSgivJLkbEVCrkKyVUIuknsc6K8jzLJpL/W1LggwqrtFQacCvjY3mWUrLhtZeCZjtme/IUCF9VxO6+tehjnXCcSbNv7qaKiYn4qcaDiRoY+AGVcQC62BARBQBAUb8FhJUCWZcRxzJMnV3t41xURIQ6Yq3qgzKqBoTAgOpjLw+EiRcShp5vK3CZxvfrhxOJAGjQxtZ2NaCMYh9gcJxq1hHi1TRcGvNI4++LvFKhixfwcUZzWD+nGHdqDL4hPP1+KaWE4OMa0rr/Zdx6sjtAvVTbE2QlJvbwVROshq+0RJc/Pp46aCaoHvEe0vjGy0KkQE9YLo1YPohV+aLpyE6JIJSaNY3RkiV1CkPVKFXJcEGNVsLXCgBfFY38PO+b2zKFgY+uCrpLJdiUWeMDuv7WWyTCjRALnHFm2edfXStComJfqLTSeShyouJFha4G1k9+QvNwSEATB+T7yPL+2JWBnZ/P8i+etHigrqSBX0bkwAPMZPL6MUkIzhl4CIrOfVfOwSRbUiW4w6+vWbxEoT+hX089cFuIdLmqg0tOFHidtHOA2/GpndVxUDJxRpD1cNdL0KuCoeYegdsBu71PC/rOFuivofIDyFifXmXp6slqHeu/zK88NajlGwtLGY50nre0RDwUCm0FQg3Hlwd4jwfjIwqJ1oIaRqHgPOY8XQSk9c8mxFU1fN6HWIPQ5sR2gssFcYo4NYpwKtvauziN8LndI3fgqFeM1wRaJA4nEeDYzfngUbvd1fLTekZMXRYJ2u02r1Zo43aCiomL7qcSBihu5qbXgogAwNAh0zp1XA6xzS0BZzFs9UEZSQSEM3DsXBqBccQCKHvp6DIPUz7Uw0qvfIjr98cifGdEMGq8Tsz03KpInuCCePTbuBrZBGPA6uBLLJ86CGj8hNzri2e5bRI1b7J4+JligABNmPdL4BnNBZ8hr7SsJC7W8RzfqlDoe5zxpvEecHqHwKPzYph8JwpHJBB7BRg0Mujg/n72HROlCMCijF1mEXCJyFSHBLrFPCbPe1N4R2y8MwJF+ja5tXrtdagKCLTIl9KLwQTxzcsY64YMatn375g3XBO89zjm63S61Wm2qCMRVs833kxXLwW2NJFk+lThQcSNDceD4+JjPP/8crTUffvjhpZYAYwxZltHr9V5Zc5t5qgfmTSowI4QBKF8cAAi14EJNmtuZBYJ+/YDO6cdXVhHTqIUNm1slDECxKuZUiFrA75U2D7fiM2dVdKlqALjsO3ANWVDnyd671LNTWqePF2JwFgyOSaObzQWNCtGizqoeCsL0FMJdGBeJOCPOe9K4Q5wdFZMrHV89AengysTLqeCsdYAzG4/iOR5QOljY+8mLkEiNpFZDe0Nsz9oObmgRcGG9qNrY0lYCgH6wzzPTvnG7zCmulw82DxvUFiacLgsPmIM3S/+ML5qhIeG0EYgVFRXbSyUObAm9Xo9/+A//Ic+ePWN/f59f/uVfptG4XNr26NEj/vE//sfnJjQ/93M/x4cffnhlX0mS8PjxYz755BM++eQTvvjiC5IkYW9vj7t373L//n263e7CUgKGcYabNuGZuXrAO/QcpfNGRaSdeyh99eO8CHEAIA7BeUVu3EwCgVMhg7hDI31efA8MGrcIxBGwvPSJZaJMiolaBCWaE9r2bdwG9ou+jNPRlaqBAo8SJrbBHEQ7DPbfo5ke0Tx9XGrEnnhHaFPy4IYeae/IGgfUel9cem7dJgyC8suNnfckUYdadoISuVxBovUlYcAGNYyOcM5f/aOKWqpzuZWAftA6NzEMTR+VD66u5dSaWCdbLQykQYtPzeGEW6urr/OGk+s6IbNH3K4DrnULH4+PPF1XLt4fTBOBuGqqyoGKeanSCsZTiQNbwr/6V/+K9957j+985zv8/u//Pr//+7/PX/trf+3SNlEU8Yu/+IvcuvX/s/euobJ0+Xnfb61VVV19272793s95x3ptceRXjkz9kSekcCBRBYDyUTBDkRqzIhkBDJYGH9M4gk2Ig5xUIxNwBg7kRGeSRxjNTGJ/SHEoEkGfxCSRk4GjxBYYiK/M/Oed85t3/pWt7VWPvSuPvvWvfveVX3WDzbn7N2Xqu6urlrrWf//87zJxcUFf/Nv/k0++OADarUa//Jf/kt+8zd/k7OzM8Iw5N133+Xdd9/lR3/0R/nhH/5hfN9nNHqVM77N+MBdJSRsg1WqBzyTrFzcNE8YgO2JAwDVQKCtXD5j/Yph9Q1q8RmZ9IlrJ6X3FlgEYTLMrVXlVYkbbx6EMACTlew7VQNXKOxy5X9CMAzbjIIjmtFLqv3vbyxezx+fkzbefrB6wBpNGtTxk+H0b5X4civiAEy+51FwRJj2mXg0WJAKkaWAILveOnDLsfJGtcA+BtxCEIuAOAjwKi1Cm6LiPmQJhA1SYw9aGNAq5HvZcqXoB2dKKCsUu0t/PlYF6ON3970bG6NMIoHD4dg8Thw4EL71rW/xF//iXwTgc5/7HH/7b//tO+LAW2+9ctvOTWiGwyG1Wo3Hjx/z0z/90xwfH9+ZTFar1aXMCNdlFQPEorBK9cCqSQUPCQO7oB7AIJIsvrb7iqhyzCjsIDzvtRAGYNJDb4L62uaEUf0NbAm/H/dhVGVG1cAEafVKpbpWKi5rbzEMOxyNnhEMnq+dbCCzGGU1Wjz8ncv8GioZIa+2KXVMYBISuZ3gNmstkd8ksMkkChJLFjQmaQ/XWgduPEYIxBqmg5sms4IBAQQdZCAIs8FBCwNG+jMjC+dxiKaEZSbrfGKuN0pZKbJI4CoHHOviDqHZOHHgQOj3+7Rak37Fo6Mj+v35k48PP/yQLMs4OTkBmP57H3mZ/67Y9fY2zbLVA6skFWTSJz5+tFdhACZiSH3ViEMhOD/6QZrRc5TefI94UZFpvJYBV1R/c+5kukxYQEs522UfJhUFanWnfy09zhqP8KontAbfxx+frfxcMDEm1OHDveEYTVo/oTJ8FctaSQcklc5a25+HtZZYBEh/Ylg47ysplMIau3Llz7awgFUhsREI31JJLve9S1thEln4aGZk4TwSrfAOaC6qhYdV/oMxm0VE1zvY6gNGpQVmkUl2kUUCh+PQ6Xa7HeBXgfeBfw10e73e2a37fAb4u8ARk7Kyv9br9X716ravAP8uTHu3fq7X631z3jadOFAi/s7f+TtcXt4dKP3UT/3Ujd+FEHNLyS8uLvgH/+Af8LM/+7MLTcKNMfj+5mK4HmKbpfC7YNnqgWWTCibCwGPkGhOmTSKloFGBfsx0lXRRtPQ5rz0iSAYcxS9QB7QaNhuL8ULUCuLAIQkDMHH3nisMAFiDsJNovXXIVIWXrR+kUnuTZv/Jyt4PanyBqDSxC1QzGGPIvAre1WftxQNE0MLOjURcE2tvdw7cvJntmg6ug0VO4hSvdm1EFd+LS29Wd5tJZOGjuZGF84i1onZA4gBM/DC8kokDVnro9uN978bKCCGWWoEvkkjgKgcc62LLk1bwZeBrvV7vl7rd7pevfv9Lt+4zAv7TXq/3+91u9xHwL7rd7j/r9XrnV7f/571e739ddINOHCgRf+Ev/IWZtzWbTS4uLmi1WlxcXNBo3G+ME0URf+/v/T1+6qd+ivfff3+h7e56sl72ygFYonrA2qWSCjLpkxRIGMjJBYJhtFrE4YXq0K+1aSdPaWRn5Tllr4hIxmi/hkpHD9+ZSdNGcmjCAKARzF3evkIJS7ahoyL2a8SdP0I1uaRx+QSVRUs9XmDxspjUry50/7TSwsueTR9b1eOJEd8+2LHp4DJY6ZMYdedw6MsmRyJBHMhk4FVk4Tpd9odoShjisb0o0m2Qdd4DWd5h9LLiQE6RRAKH4zXgzwA/cfX/rwJf55Y40Ov1fu/a/590u91nwJvAOStQ3rOa4waf+tSn+MY3vsHnP/95vvGNb/DpT3/6zn2yLONXfuVX+OxnP8tnPvOZhZ9715P13HOgzCxaPSCtRi7Yr58LA6JgwkBeqSIl1EPFMEqXEgiMFVgERkheVh4x8I45iZ8Q2EMfaEyM9h6qtjhEYQDA+tWHqwaumHxHNntOGAdHjE+aNKNTqv2PkWZxk1V/fD5JLVjkQDcZSbVNcNXOEEQXjOr1xR67IfZuOjgHCxgZks04FAyKxG8eTHvBUHU41Qu0pTyAPThTwpDF5LZiYKotbK29791Yi1XFgRwnEjjKzLwKu03T7XZ/+9qvv9zr9X55iYe/3ev1Pr76//eBtx/Y1o8BAfDta3/+a91u9xeBrwFf7vV6c7+kThw4ED7/+c/zla98hd/4jd+g0+nwpS99CYDvfOc7/Pqv/zp/9s/+Wb75zW/y7W9/m+FwyG/91m8B8MUvfpH33ntv7nPvw3PA88p/aC5SPbBoS0EmVhcG8sqPdcvw8uqReW0rgQ/aekRxtvDcJzb+jeeLVY0n1U/SSl/QSp8v3apQFoTOMJXGXHPCgxUGEOgljkdhzKa1gasnFvSrJwwqxxyNnxMOni2UbCB1srAxIYAWEiM9pMmQJqNiY2LxQCTiphACIYpjOngDocjwH9SIRlTxVYzU5Z50xF6TpwtHFs4ns+qg2rDiEpkSWqEmJoQlZxPjAnAigcPxEL1e77Pzbu92u78G3Bdb85dvPY/tdrszv7Tdbvdd4H8GvtTr9fIr63/JRFQIgF9mUnXwX8/bH7HMieHJkyeHOUp3zMXzPDqdDs+ePdvJ9oIgIAzDe/0VykaS2bnVA7XkjGZyOvc5psKAt1rFQLvd5uLiYqnJwXUBYJWWkkGkybKHB67WwshUkDO24ZmETvIxNb1af3jhERKsQZq7vbaHKgwAaL+69GQ1VtWtr7Yrk3I0fEowfPFgE0MWHhFVF185FFIRDp9PHhvUuQw3M0l8aJtFLD23ADIgMYsrPhLNUfJy7cSJfZGpkA/1e2xK5QpVSlUdkJGrtTzq/6uNxY5uk6zzA5jGbBPnshAEAZ7n3Yip3gRCCKrVKkEQbEUksNaSpuXypygjjx49OuQOT/t/fnM3UdD//mcCYPW+yG63+6+An+j1eh9fTf6/3uv1fvie+x0xaTn4b2f5C3S73Z8A/rNer/cfzttmuWu3HTvBGOM8B1bEV/PnMw8lFawrDMD8No1XLQESpdT0R0r5oLHlPBqhQi4Q7RSbYKYwAJCKgKfhH2LYfIwtcW/nTKxBVu/2n0+EgbcOUhiwQkyc9JdE7eAUpKXPWfM9Tt/8gPSBRAIVXS41kbFGk1aak8cmQ5RdvI1haYTAq4QFFQYERoZLCQNw1V4QNLe0V9tlEln4mE0OuSJ9YI6EQmAW9PHYJyZsHoQwAGzNfySvJLi4uEApxfHxMZVKeSpDHK8H1oqd/GyAfwp86er/XwL+ye07dLvdAPjfgP/ptjBwJSjQ7XYF8B8Bv/PQBg9wtO3YNC7KcHUe8h7w5pTJauGtLQzAq7aCdasBlqVZlVyM7MyccmvBIGfKqcYKWlVLI8iAI5JaHa//HDk6LMNCMx5AUEcmw8nvQFx/E5bogS8TxqtO4gmXRGLQ7GZClKqQl8d/iDAd0Ow/QSV3V9YE4GcRib+4sVymKigxQFpLNRsx8DcfgSY9D2MsabKbVZFlsNIjtd6sU8KDlLG9wArFR/YxZuPHrkSK3fbNbpvMC1FX58FCIiS19/9Nosyi8tiaAAAgAElEQVSSFPD7tSybaiuYxbbaDVxSgeM145eAXrfb/XngQ6AL0O12Pwv8Qq/X+3NXf/t3gJNut/tzV4/LIwv/l263+yaTYcs3gV94aIOurcCxEO+88w5Pnz7dyUlZCEGn0+Hly5db39YusNYyiO1d7wFreGv4B/dOdLXwiI8fI7xg6e3dFgGCIKDRaDAajYii5ZzZ18UYy8Uou7cUONL+vZFuxgoagaVVvX8GIZIx3sXHBxVvZpSPTEcIBFnrHbLkcF7bdayQZHJFsUv5xGIPZpzWUk8uqF8+Qd5OFvECBo13lmp3EFISDl9gheSs8XjSWrKJ3aTIEYVgZYXUrC/rlam9wCJ4Kh8zNOskE8ymUxlgS1CGvyhH+oLm4KN978ZMdPs9zNFb1Go1PM9jPB6XWiSoVqtorXf2GvJ2A9/313rvjDFk2WGK50Xi0NsK/o//ZzetKf/Bj/qwRlvBPnCVA46F2JSp3TLbOhRmVQ94Jp0tDLQWEwZuVwTcR5IknJ2d0Wg0qFar9Pv9nV1YpRQc1TwubwkE91UNGCuo+tCu6jtzLSklnufh+z5eq4V8+xHpi49In393ZmVCmZA6RVeaZF4VDlQYADBeuFLVwOTBGvaR1CEEw8oxwzeOaEan1PofI/LXkCVUpCVeonTQGkPmV/HSMaGJidQGSqmFRAhZSGEABFpW0Bvatby9oOjpBRY4U28xXCuycD7aqoXTbspALEKK2jgiqkfoxhtgLcPhECkl1WqVarXKaDQqZQ/8rsZ0OXklQS4SVKvVlUQCVzngcGwXJw44FiIv9S/m4LP43JdccF9SwVQY8G8KA+u2BFhr6ff7eJ5Hs9kkyzIGg8FOLrJKChqhxyB6JYZcTygwFiqeoFPVSMkrEcDz8Dxv2heZpilZlhFFEVprUDV48w/jXXwfFRfbsNAASB+jPKz0sFJhhcTmksnV5yBmCEaHgJUKs46HgjUILHZf75CQ9KtvMKgc0xo/p9J/hsAih2dQW64HOQ2ayHRMNR2sLQ6IaURh8c7NVvqkRm1818rQXjBUHc42EFk4j0QrQlW+SeksYhFgEYWrCrEIwk98QBy9eq+NMVORoFarUavVSicS7GtMd10kqNVqK4sEDsc6mIMdba2PEwccC3FIPgD74L7qAe+WGeHEY+A9pB+sZQY4jyzLODs7IwxD2u024/GY8Xj7jte+J6hVPEZxBhY0EmHB9xXvdXzCio9SCmstWZZNRYAsy+YLGMon63wCM77Eu3yK2EOfvhECIwNQHkYqrJhM/IFXE//bsyPL/ZM5L4DsMAdIWlVWrxq4wsOyb/nESo/z+rt44QlHw+/jj06R1TZmmfYAk2Eab+INnuNXUtIV2iWsEEhZzIjCTbYRzGKgmjR1UriJJGw2snAekfYID8mXUAiMH6LSYqUw6NbbyLAO0fmd24wxDAaDqUiQVxKUoex915UDt7FXVRhOJHA4ioUTBxwLMc/x3rEYt6sHrosDWniknU+g/N04+kZRRBzH1Ot12u02g8FgayseQgg8z6Na9fDGGS8vYwI/4BNvBChhrqoY4kk1wIqY6hFJpY7qP0dtyLBwstrvYaSPVVer/UisuDYdMQZuT06sBbvaa7FWHKSWbZW/keQFgaEoITuZCjg9+gGC2ptUsuUnM6k2CBUQpgPSYPFIRJhEFFpLQYUBSSYCtr1rGkXiN6mkxWovyFTI97K3d7Ite4CmhNorljhg/BBzdF/8+K37XYkESilqtRpCiMKLBPsWB3KWFQmKsM+O8uMOo9k4ccCxELuOM9ylx8G2yd83KSXVwDKKNViLf1USq4Ui7XwCuSNhIMdaOx3MNJvN6eBmnQmHUmraDuB53p1qgNCHTl3iqZhotOGSYKnQrXcwtRbe+feR2WzzRYOYTFiVP13tR8jJiifMXu3H3NECNorJsNLbSwXENtHSX7tqAJj0+hcs0jLxqiRelYrvobIYEfUXXM22JOEx4fA5wm9Nq03mP6K4poMwaSNIjNrud+QaI1HFV9Fdo8g9sY3IwoewSDgg34FUhSxvw7sdLKA7P7CU4ajWmn6/f0MkGA6Ha4nf26JoYyxXSeBwFINijbIchWVfcYZFvKDO4yFvgMCDKAGMnkSzCUXa/oGdCwPX0Vpzfn5OpVKZRg091GqQVwNc/xFCoLW+0RZw3+fnbbkM1vpV0jfeRw5PsVky6eu/mviDvZr4b261f9McmjhgVLCRqoHJk2kQdqnB+q6I0wxQeGEbaVK8LEKaB6pxTEYWHlHVY0Zeff59hdxaLvm6WMDIkGwPuzZQRzT1/tMLrFB8ZLYRWTifwzMlrPDAN2FnmOZb2Mpkb5adRF8XCer1+rTPvkhjmqIaPz8kEhRJ0HCUF7uEkfDrhhMHHAux67aCoicWXBcAltlPIQRhoMiGw1fCQLA/YeA6cRxPWw06nQ79fp80TR+sBljIG2DXCIFpnGDTGDs828iq9c7QKVZIRAEN5lbBSG+j778nLFmBmy8yaxHSx/gSaS3Kpsh0PHOPM+njJ4OJweY955Ib1QJF+o7lCEWGv/U2glkUob3AIngqHpHY3a95p0ZRkeUxwXuIWFSw7D/3y3oBuvUusN4Ku9aay8tLPM8rrEhQVGaJBGUyfXQ4yogTBxwLYYxBqd2tiBTJAHHdpIDbBJ4ATKGEAXhVDZBnCB8fHwOQpuk0KWA8Hhdy5XIWwq9A8wTbPy2km/tMlA9ZcZ3YF8V4lc1VDVyx7xXiRbDWkiFRSqC1RQZNFBaVju6KPtaQVZoENiERN88HVghEgU0HkQGJ2f95ekS4t/aCSWTh2wz1BiIpVyDSHpX9fwQbwwiFVQFij60iFsg6PwBXY5BNlN9nWXZDJDDGMBqNCvndLhq5SJDHRxatHcJRTg7Jq2XTOHHAsRDGGHx/dxnj+6gc2LQIMG87wdExYo/ix0PVAKPRiH6/j+/7NBoNrLXEcTknq0L5cPQGdnAKuhzl+vZqwLjv1bN1sExSKTbdDy2tBlEOi3ZtLAgPBBidknk1pBR4WXIjhs8ajSctCa/EAaEU1tjpsVAkLAIjK3tpI7gXIfbWXjDwTjjLjna6zesYe4CmhH51rz4SpnGCDZvT3zc5Gc1FAt/3aTabaK33JhKUbYKdx0c6QcXh2C5OHHAsxL48B7ZFLgTsq3VhV8LAIt4A86oBkiTh9PSUWq1Gp9NhMBiU0hxISDWpIBiclSMq0BpQARTEaG0VrBdup1rDaJDF9B2YhbYgVIC0GmM0ifQRKkBhrqoJ7MR53mRo6RXcdNAjtV7hCnE0ijRoEiS7ay+IvSbPspOdbW8WyvMxB1RqnaoQn4u9bNsqH338+MbftrFSnaYpFxcXU5Fg15V5bvXd8brjDv/ZOHHAsRC79hzYVDrCrqoBisD1agDf95FS3qgGGI/HK8cqjUYjoiii0WhQq9Xo9/ul65kUQkKjgx1dQFKcqKxZWFHeWMNJ1YBgK7b11iKlKN1KqbUWjUR6CqFTsBPvhMxr4EmBpyOqnsfQFLeNwMoKqSnuUTm0Id6u2gsqTb4X7yay8CGSzJb2XHEfiahQ29O2s84nQN6sTNrmRDoXCYIgmIoEo9Fo6xP3sooDZdxnh6NsOHHAsRD7iDJcxuNgVYPAMnK9GsD3fZRS02qA3B9gGysQxphpOWSr1SKOY4bD4Ua3sW2EEIj6MUZKiAq+7zrDCoUoSIrCMhi/yjYd6nwpiHU5B4nmqtXAk2B1isCSGUsmAhSSmmcxxjDWokDVEQItK+jiaRY3EYKBatLUp1ttLzDS58P4LXYZWTiPVCsCWY6WqUWIZLiX7eraMbbauvP3XUykkyQhSRKCIKDVapEkCePxeGvbzRcPHI7XlcOSVDeLEwccC1GktoLXsRrA9308z5te0HODwNFotHI1wKqkacrp6SnVapVOp8NwOCydH4GsHmGlwo7253C+CFb5iKxc4oBFYLY96MzSSS9/icmutRqIK9NGrTVjPWk7qgUKqzNiA2aPk1ArfVKjCtdGMAuNt9X2gn1FFs4j0h6BLNc5eB5aeBjpIXcY6Wqlh26/d+9tu1xlz0WCSqWyVZGgqLGoDodj/5R7dOXYGbsWB/LKgX17A+yKvBogFwE8b/LVzFsCkiQpnLPxeDwmiiKazSbVarV0rQaiUgehsMNztlL+vgl0hkWUwqE/Z1I1sOXjwOrSiwPwqtVAKQUmRVxNAKwxRMnkux4EAUJnJMZeGTzuaN8ofhvBLLbVXrDPyMJ5aKsQ4rB6aLUXIpPB7rbXfjxJibmHfZTg59HCuUgQxzFRFG1sP1xbgcPhmEX5R1eOg+B2NUA+Ce50OqWbdD6EUuqGCCClnMYH7qsaYFWstdN4pqOjI9I0ZTgcluYCLoIQZGdiVFjIpVELXlCaWEMr5G4ELKNBlMuUcB7a3m41eEVuAOp5Hp41aG3IkFt97RZJJoJtdoZsFyEYqiaNDbYX7Duy8CEEErvhZJB9kqkQn92IAyY8wtQ7M2/f5yp7LhKEYTgVCcbj9T1zyioOOBybomy+RbvEiQOOhcmrB9a5SC7jDXAI/e3XRYAyVAOsSpZlnJ2dEYYh7XZ7amBYBoQXXCUZnG5/xXsFrC1RZ1ylDuluEhY8AeWQ0BYnsyBVMPGZuHUs5oKhEBJfCjCa1AoQm60msNInMaqwxTSLkm24vWDfkYUPYbYQG7pPUhWyCxnGCjkxIZxDESbSURQRRRFhGHJ8fDz9fVWK8JpWoYz77HCUDScOOBZmWXFgE94AeX97HqXX7/dJCxjZdDsusMzVAOsQRRFxHNNoNKatBmV43UJ50HxjIhDogh1fRk+8B4q2X7dRHtmOhAEAiYEC9X1vCmMtBonyFGTpnZVvaw15IZUnJ4kQxljMmiKBBYwMyQ5nfrmx9oKs0uZZvP/IwnmkRuGL4p9rFyUSFXYhxejjR5PqrDkUqa0xFwWq1epaIoGUshTXZodjWzidaTZOHHAszKw4w10YBOYr0c1mE2stg8FgLyvuUso7QgAcZjXAqlhr6ff7eJ43jWYaDAaFV/yFlJMKguEZpMUq47dCISi2OJDJYKeVF8JqEIcnDuRoY0F6eOJuq0HO9DwjBJ4AY81q5oVCkeGXt41gFhtoLzB+nQ8LLgwARJnCv79lvpSkIsAKidhiu5epNDCNNx68XxHN+3LPn7ySYDweL2UMXMTXtAhFH0c4HIeAEwccCyOEIAgCsizbi5JujOHi4oJKpTK9GG6i924WrhpgPW63Gmz789oEQgiot7HjS4hH+96dV+i00LGGVnpoo9Gygm92JKzobGIgVqBVvW0wr9VgirWYq2PDkxaLmIgLD7w3FkAGJKYYkXzbYNJe0CBI+ks/1siAD9N3KEpk4Twy6zGpIzkQhEB7IV66nfOwFWLSTrDA+aOoJfjW2qlIkFcSLCoSFPU1ORy7wh3+s3HigGNhxuMxtVoN3/fp9/t7u7DkBj2NRoN2u7126foi1QBlMtkrGnmrQb1ep91uMxgMCtkakiOEQNRak6jD8fITim1R5FhDrQISqsSiRks839lVV4pD6rKejbGWkWkQigTPzhfY8tVAJSRI0Pp+kcAiMLJyUG0EsxjaKmGQYZLFxckiRhY+yIFFFmRqe+KAbr0LfrjQfYvUVnAf1lpGoxHj8ZhqtUqr1WI8Hk/NTO+jrOJAGffZ4SgbThxwLMxgMGA4HNJsNjk5OWE4HO51JXgwGKCUWsol/6FqgOFweFDJCEUhbwVRStFsNjHG7K01ZFFE2ACZRx0WAJNhoXDmhFb5ZMYwFDWwMOSIOhc72bbCYgr3jmwBoXg2buJLQ7vi0+Bhkz1rDejJmreQHsbY6aqylR6p9YoZ0LENhODC1mgQLdRe8CqysFx1+hYJHM71K1Uhi03fl8MEVUzzrYXvX5aJdC4SCCGo1WpUq9WZIkFZXpPDsS2MfQ3GDivixAHHUuTRdaPRiOPjY8Iw5PLycm8Taq31jdL14XBIHMcPVgPk6Qfu4rhbtNacn5/vrDVkXURQBSEnPgT7PlasBa9SuFhDLX1GHGGvLrQjatTkEGG233Ijrd64W38ROY2PAImvNC/jI8Yq4E3/dOH4TaszBCClQourNILXjEws1l5ggVP5DkNTzMjCeUxMCQ9HHIhlheaGn9MC+uQHl25HKtNYwVrLcDhESkm1WqVarTIajW5U7JVVHCjjPjscZcOJA46VyLKMFy9eUKvVaLfbRFHEYLCbTOLb5BP/NE1pNpscHR2RZRlpmpKmKXEcu2qAgpG3htTr9UKnUAAIvzIxKuwvPhnbFtYWq3LAqAqRVcS8WmH1peFMt+nwfAc7oCe+AweMIWCQ3lw/HemQ75m3eVR5gbSLf2+s0UgMUoSrGReWnKGt4qtobvLHwDvhPNv0lHQ3xNrD93aXGLJtYhFiESubSd5H1niLTAZIaxduFyh6W8EsjDFTkaBWq1Gr1aYiQVlfk8OxKZzONBsnDjjWIk8RaLVanJyc0O/35/a5rcP1agDf91FKYa1Fa02aplOBInfJt9Yu5d7r2D15a0qzORmM9/v9QrYaCOXDUR51uEcTSpMhvACbFWMCkEnFyLa4LllYaxmZkCOvime2XBViDYKJAd+h8nTUmv4/vWYcqK3iu9GbvBNeULHDJZ7RUiFmbMODN3O8gxAM5BEN/fLeIybyjniWFT+ZYBapObAhnRAYr4LKlo/quw/jVciOJu0Exphp0tKhT5TzNj6l1LSSwOFwOGZxYFcSxz4wxnB2dkalUqHVapFl2dqTvFwAyMWAPHYnTdNpW8CsaoA0TTk9PaVWq9HpdBgMBlsTLBzrk6dQBEEwzW0ejQqUFHCFkGpSQTA4gz1OzjWyEGu+xg8ZU0ff2httBUoYnus278po6/K8wpIdqDgQmxqpfXWZTrXCl9m1VX/J96M2LT/gWJ6zsFe9NVRlwthWNr7PRWfSXtC8016QqRofZYv3oRcVKQTmgJbEtBduRBywQHr83o02JGst9qqC4HUQCbTWU5Gg1WpxdHTkUpccry0HdJrcOE4ccGyMOI55/vw5jUaDTqezkGFhXg2QCwF5NUDuDRBFEVmWrdRnllc1NJtNwjAsvAHe606SJIUXdYSQ0OhgRxewhPP5RtHp1vO/H8ICkfUYzbALqyjNKPMZiSNqdrvmhPJwwttuIiRPx3fL231liW/pohdpnUgGvB28WDzu0mRUPcVYv37DgNvtBUYGfFe/SxkiCx/CHJgpYaJCgg08j66fYCr1e2+7LhJIWf5j4CG01mitGQ6H1Go1YDJeKnr7pfMbcDh2w+s3KnBsFWst/X6f8XhMq9UiDEP6/T7D4ZBnz57x8ccf8/bbb/OZz3wGIQRa6xtCwKYvTrdXpYtugOd4Jeo0Gg2q1SqDwaBQgxYhBKJ+jJEKov34bKAC2FCp7SpYL2REk1kOCFJMBnGnWYOqt11zQmEykIdnsHeeNLl/snr/ex4bn+9Gb/MoPMWzCx4bWUzV9xi/bguH19oLEIrvlS2ycA6ZVXiHJA6I9atbjPJJj9558H55m+JtkeDQJqVSyulr7ff7eJ5HvV6fph0U6XrrcGwLc1hf643ixAHHRrHWcnp6ypMnT/joo4949uwZp6enBEHAo0ePePz4MfV6nfPz851ecPNV6UajQbvdpt/vu1K6AmOM4fLyEt/3abVa03SJIiGrTWI8vPgCsePBozWTwds+imAtMKBKymwjwMlF1wCSM7Nlc0KjQdiD6p83wucyqd17W2Zmv06L5KPoDd6oXFJfIO5w8oQjfFUjfc3mA5nwSPwjTnWLtGSRhfOIMw/vkEwJZbh2hGt6/N5SAuJ1kcD3/YMTB/I2zZwsy7i8vJyKBMYYRqNR4SotD+1zcDiKihMHHBvhn//zf843v/lN4jim0+nw6NEjHj16xJ/4E3+CN998k+PjYyqVCpeXlyRJsreTfN5vlycaDAYDd8EpMLl/RLVanbaq7NNk8rYXxrAScnamCM0Ike6wIsWaSfWA3v0kIPOqjLi/PDfHWKgFglHClTlhDc9sz0dCiUMqpIZn10wIb5NoiS8NZs506cVV3OEbi8QdWounx2SEB23seB1rIbUhL9NjBKZYESBrkhj5wLezXBihsCpArHiuy2ptTLhY+oRSanp+931/Wt1YRA+cdZgVY5iLBL7v02w2p6+9aCKBw7EJ8vhlx12cOODYCJ/61Kf4sR/7McLw/h7k8/PzaWn/JgwL10FrzdnZGWEY0m639z7hdDzMeDye+kdUq1X6/f5WSx8XScbIsgxjDMYahoQEgfdghvomsULsfE5jEfRpYhfozZ5E7E26hSfmhOOtOQBJLPpAZniJrZKYeSvZAl8ZYj1/JXSoQyLzNo/CF0jzQNyhNVRVwkgHB1WBcR+Z9blM6yRX71/d16RzqjHKhzxIU0K5gjhgpUfaevfe2+4zPc5bHJMkYTgc3plASykPwrRwljiQk6YpFxcXU5EgyzLG4/HeRQK3kONw7AYnDjg2QqfTefA+SZLw7Nkzms0mJycnDAaDvfb/R1FEHMfT3vZtTzgd62GtnZY+Hh0dkabpvQO4ZckHh/mPlBJjzHSgOM/zQAiB7ymSVJNYDxO0qaQXuzEL1BlWKoTZ3TEbeQ1iFusBvv65aCtJ/A5B8nIr+yWtvuFCXlqE4OnwaJE7LvR02iq+O14s7tDqjJrvMcoOo/f+NsZKBrrBKPXv/P3QsELCosaUJSBVIf6ibTLXSI4fIZR/Rwi4T+hd5DqST47Lblz4kDiQk4sEQRBMRYLRaOQm6Q7HgePEAcfOuW5YWK1Wuby83Fv/f26gWOTedsdNsizj7OyMarVKu92eGhg+hBDiziAxf755q0UPEfgeyVXDdmZB+y1CPULp7VejWOnvTBwwQtKfY0J4G20FntRkZjLZfBaFfCKoYLMtvC8mA1X+vvF+ulhVxjzfgbtM4g5PqlWanGLnrP7ZNKKiKsTmcIYG1grGpsZlUuG+YzfKJvGQB1UxISuwxTaeXZPIkPsdOGYjmiccP/7D0/SjNE03Fts3y7iwLCwqDuQkSUKSJARBMBXmx+OxEwkcpcYdvrM5nBGAo1RkWcbLly+pVqscHx8Tx/Fe+//z3vYix+g5bpK3Glyv/MgHfkqpG20BuTtzmqbT1Y9NCVJSCjwlyfRk0mUtjGWNQAX4SX+7xe46m7QX7OB70/faaLvcJSNQZioOgORl1qLDs83vnLUIbKl75q3wOIsX6xZPtMSTZqnX+3IcMpRv8Hbwcu6qstQxnpRkJV9RtxZSqlzEIXrOa7EIfGUPqrVgFFuqB1QAEsnlEgusVCRH7zI6Pd3SHl1t50okKFu7gZRypSrJXCSoVCq0Wi2SJNmpSODECIdjNzhxwLFX8gne0dERJycn9Pv9vfb/56vQ13vb991n55hPFEVTPwuYlH7mEZn5Cse2P0PfV1NxICexHrrSJky22WZgQVW2HmuYSZ+xrS79OMnNwdzIVGj6NXy9+VVND0taYnHgeTTbhPAugtCH8QNWAreJTMB3ord5HL5E2dnnWd9GaMKFqhiKSGYDLtPa1FfgIeaJB2Uk0uqgxAEtfKz0Fo5ETY/eRe/w2M2vL1LKqRBdZJatHLhNHMfEcTwVCeI4Joqiwr9uh+M6LspwNk4ccOwday0XFxd3Wg32NSk3xkz77I6PjxmPx3v1RnBMyE0C87aA3CQwbwu4uLhAKUWtVpuuaOwKT8l7B1zawMhvEZoRahvl9IC9Eh62OS0+lycrTRQzYxGYG499kR1vxZxQXkUnlpGUkCgLdrIti+R70Zu8WbmgxgwDTWsJZczYhKUqt9dWMczqjLLlWkyiTFFRWakrT25yeKaENqghood9B3Slga4/7IG0DYwxGGMKX0mwrjiQk4sEYRhORYJtXned+OBw7AYnDjgKQ5IkPH/+nEajwcnJCcPhcK8RQkmScHp6Sr1ep91u3yhbd2yX6waBeaSUMWbaFhBF0b1lkWmaEsfxzj8zIQSBr4iTu9uyFsaiRhBsqc3A6Em/vV5yGXlBRqpByqr9/IKKMkT61aRdW8VQtKjb883sYI7RIMt4SRM8Gy1iQniTew61pXget2h4ASfe2f1xh8ZQlSljuxvRYh2sFYxMjf4MX4GHEXgS0gMqEpsIHYczmYpFwEO1S1ZI0uP3drI/8zDGIISY/hSNTYkDOVEUEUURYRhyfHw8/d3hKDJOa5pNGUdSjgMnTzFotVp0Oh36/T5pup2JzyIMh8Npq4HWeq/eCIeGEOKGQeBtk8DcIHKZ99tay2AwQClFs9nEGEO/39/6Z+bPEAdyEuuhgzaV9HLirr9BrJBbWfM0QF+0WKcuwZMGbr3cs6xJzRsiHorYWwajQdhSrXQDxOIYbZevAV/Fd+A2g6xKrH3erbxE2Hs+C5NSUbKwBoXWTqIfL5IqZs3Man1gmdfaqqtqmsMgVeGD4kB69DbWK4aYZa3FWltIkWBbrQ+5KJB7SW1aJHDjLodjNxTziu947dFac3p6SrVanZar7XNSrrXm/PycMAyXcsh3vCI3CczFgNuRgZs0CYRXn1mlUqHdbm+9PUQKge9J0mz2gFxbGPtHVMwYb5M+ATrDCoXYsOhw6b2BYb3m5VmlzaemzcmGzQk9YcnKVBouPJ4OwlUfjK/Mwn31s0itx3eiN3k3PCewdyu1pI7xpSBdQcDYJpkNuEhqpGYz+3VorQWJVoRqf6L6polEhXn1Ncavoetv7Gx/FuW6SFCUZIO8Em9b5F5SeSXBeDzeq5eUw3EfTmuajRMHHIXmtmHhYDDY66Q8iiLiOKbRaBCGIf1+fyXX30Mmjwy8/iOEmOZKJ0nCaDTamadE3hdZr9e3Xoni+x5pNj/lwlqIRPWqzeByY1MRq3xEtrljMcVn/OBa3cOYW5GGOWNTId2wOaEoWRn1i2j5doLrbG4aK/k46tAOAo7E3XYPz0QYUd2pyd+7xmYAACAASURBVNssDIp+Wme8pK/Awwg8eTipBZH2CIul56xFKoJJhdQ9LTAWQdJ+r9BVQ0WKP9xFFYO1djp+yysJnEjgcJQDJw445vIP/+E/5Hd/93dpNBp8+ctfBiZl9l/96lc5PT2l0+nwcz/3c9Rqy6YQL05uWDgajTg+Pt77pNxaS7/fx/M8jo6OSJKE4XC4l33ZN1LKG20Bt00Cx+NxYXwa8vaQRqMBsJUkCk9JpBSYBWxwE6s222ZgJquem5ogn3tvsKnpZ+VGpOErnqfHPFLR/T3vKyCtBlGOGVFGhVG2XETbnecwm51knCUNxjK4N+4wIGZs92dQaBCMdZ1+ErAt+81DSi2wSIQ4oNUxIdBeBS+9W/2VNd/C+qtW4OyWIokEu8Bay2g0YjweTytBx+Px0lHRrqXAsWlcWsFsDv/M5FiLH//xH+fP//k/f+NvX/va1/ihH/oh/spf+Sv80A/9EL/2a7+2k31J05Tnz58TRRGdTod6fbFM8G2RZRlnZ2cYY+h0OgRBMXodt4XneVSrVZrNJu12m06nQ7PZxPM8sixjMBhwenrK2dkZ/X6/UMJAjtZ6moxxfHy8FVEr8BefnGoLY++IzFt/hR5rYUP9tkPRJFvZhPAuswQLg2Io1ls9v4HWJZkNCZ6OlokuvJ9Ey41XS0Qm4LvRW2hxS7iwhqpMdv7+WguRqfIiaq9hOLgYUXZYffqHNsS77zxpvJCs+dYe9mY9cpHgdYlKzkWCy8tLfN+n1Wod/JjJ4Sgrh3XlcGycT37yk3cmUN/61rf43Oc+B8DnPvc5vvWtb+10n4bDIc+fP8fzPE5OTvD9TZeXLsd4POb8/Hyqipd9NUBKSRAE1Gq1qSlku92eHgdRFHF+fs7p6SkXFxcMh0PiOC5Ve0WeRAFsXNjxveVWri0QiZAkaK09zdvE6opB0FfrT1yvk0ca3sdZ1sTKTX2HLbK4lcVTxqa2kgnhXQS+3PzkwqD4XvQmYxq3bsgI1e4Ev9QGnCZtzuPa2oaDiyFQ5T5932Azx1hxSOVNwcpC4dsJHiIXCV6XlXFrLcPhkH6/PxUJ9j2Gc7yeWLubnzLi2gocS9Pv92m1JpOHo6Mj+v0ZWdlbJDcszPN1kyTZiSP9LIwxXFxcEATB1KV3nzGMi3LbG+C2SeBgMCjVpH9ZcmPJZrNJtVrdSKtBHmuYpMu9b4mV67cZGD3xHlgj1vBCnWA3rhsLQs8wzu5/3pemzRsbMidUWEyRTeWE5Pm48fD9Fn26Lb7UZ/ExTa9CxzudjnKETgiUINligoG2in7WIMp2P0SZtL+UdER3i9QoKvJwTAljGdK89nvWeAMbbK+lcZfk1x0p5VY9AbZtRrgoxhiGwyFSSmq1GrVajdFoNNMP6HURTxyOIuDEAcda7DuiJzcIbDabhTAszFek6/U67Xabfr9fiNL63CTwuj8AvIoMzH0TXscLcC7s+L7P8fHxND5xHfwVxAF41WZQIbq3t3YRrFAIVpsQxKJCJDbQ4nAPSswekEYbNCec+A4Ud/n3NG6xyaK9TfsO3KafVYn0W1dxh5NzmdIxnhRkG16ZNghGWYNB6rPN9oF5xFoSeinmAPwHIu1TkYeTqhOLCpbJkWFUQHb0zr53aePkE/dteRIIIQp1nTfGMBgMpiJBtVrdeHKRw3EfBdDICosTBxxL02w2ubi4oNVqcXFxMTV42xfWWi4vLxmPx7Rarb0bFsIr87tms4nWeqcxjHlkYC4G5JnGaZpuJTLwUEjTdBqf2el0pu0Sq6CkRCmJ1stffSwQEeIHAUFysfwUSaczXb0f2u6FOmFbk7JZkYY5mzInlAVe9TUEDNLNGqclWuJJs9UIvtT6fCd6i0fhGb6diFa+jdFUN7JdayG2NS7isABRggIlBeYACqaMFQdmSigxXgWZxaTt9wotAq5L3m6w6UqCookDOblIoJSiVqshhLgxViniPjsch4oTBxxL86lPfYpvfOMbfP7zn+cb3/gGn/70p/e9S8BkcvfixYtpZN1oNNprioDWmvPzc8IwpN1uT0vYN8W8yMAsy0jTlPF4XIgSwjKRxy9dbzVYRWgKfMV4BXEgJ71qMwizPtIsKeaoALLljrW+bKG3eEkwVuBLPTOX3qAYcESDu1F6S21HZwgvKKREsAkTwrtMfAeSGe/r5pA8iU7oBAOa4hysJZQxY1NZq7chtRUu0zqp3rco8IpUSw6ltWBSpXI41wCtQmxQx1T2uyixK663G+RC/zoUVRzI0VrT7/dviATD4fCg2xsd+6HAX4O9I5Y5STx58sS9la8ZX/3qV/n2t7/NYDCg2WzyhS98gU9/+tN85Stf4ezsjE6nw5e+9KW9JwfcRko5Nbrp9/tLx+ZsGiEEjUYDpdRKk00p5Y22gNuRgflPkS/6ZcTzPJrNJmmaLt12Ya1lMIo3cgEKifHSJUruhUSYdOE12AzFC+/dLXgN3ERJwTCdbz71yPs+0qzXJ22DOknBcopiU+PpeBviANT8lFjvznyuqmLe8l9OqjyUz9gsb+iprUc/rRPpYq5RhF5yEK0FrcoIaQ+nUuzIXOI1WiAPy2xxUdatJPB9H9/3S+GJBJNrcO5HUJZ9PhQePXpUHMV289j/4Z/tZkO/8O8B++qTWxEnDjgOmkqlQqvVIk3TvRoW5uSTzbzHf9Z9rrcF5AZCeVtAlmVORd8x1Wp12gu5TPVHnGTEyWYG5r4wS7UZCKUQ2WKi2Ev1FonYfk64kjBM508kayqlY7+/1nasVyGhQJMHIfnO4E22FRBUUZpsJ27+r5BC8zh8iTQJRlWIFzQoNFYy0vW9+gosQt1PSU1x929R6l5CcEC+A0dVhafK/7msQ+71tIpIUKlUkFIyHq/mabMvsixzVZA7xokDm6GM4kAxJXuHY0PEcczz58+nhoXD4XCvF8Usyzg7O5v2tecTzftMAnNjvH0LGo5XrQaNRmPaarCIb4PvqY2JA8u2GVgrFroajUWV5Ham/ZbQxiKEwc5ZkR1pn6Zfx9ertwQJowu1sniRNNlmcnCsJUoadjn+MFbx3fFbvF05J9QDfClI5xgUmitfgctC+Ao8TGoOo7VgrD2C8hdAANAM5WsvDMCkKs1au5JIUJS0gmVx4yDHpnGH1GycOOA4eHLDwtFoxPHxMWEYcnl5udPVd6XUjaSAvHewWq1OjXhmRfg4ioG1ln6/P63+yKMe5w1apBR4SpKt4T1wHWNhpJpUVIKfPjB5NhlWeog5QoIBLlWH3U0qBY2KoP/AQubztMUjNV7dnNBkIPxC5J8b4XORbDtuTRAoQ7LD1oKcp/ExR15AW5yjqWBuiSDWQkqFy7hGVqIy/UQrql6CLtE+34ex8iBMCRuhxPfK/VlsmusiwaLJBmUVBxwOx+5w4oDjtSHLMl68eEGtVqPdbhNFEYPBYKPbmGcSmKYpSZIwGo1uXJyDIKDZbBJFkeupKwF59UduNDkej+dWowS+2pg4kBMTYCoeQTy/zeAhceBSdjA7Lr+3OgXmtxZMzAlbNDhbeTtKQBGab55tyWfgNvuUQS6zGpHxebtyTmzEVJTR1ucyrREX1FfgIaQQ6JJPqieU25SwXpEEThiYSZ5ssIhIUHRDwlmUcZ8dxaZgtkSFopxXbIdjDfK+8VarxcnJycqGhVLKG9UAt00Cx+PxQqXnSZJweno6TVno9/uuiqAERFFEHMfU63Xa7fbMVgPPU0iRPRjltyypydsMBrMN/HSKFQJxz7ZTfMZy90aik/fB8FCZ/bluUPOGSLOamajEoPfsO5DYKomeb8C4KbTZ7+QpMT7fHZ/wZjjEWs1QNx70lyg6iZYIUf4RpEEiSioO1CqSiu+EgUVYRCQoqzjgcDh2hxMHHK8lxhjOzs6mhoVZltHv92eW211PCrgdGZgLAeuW6g2Hw2mEntb6wZJ1x/6x1k6zmZvNJsaYe40vfX9z3gPXmbQZNOa3GagAsvjOn8+9E/ax3mysIFCWZIFl/VNzzBs8W2k70hoQ+xQHBE9HRzvbWqwlSpg9t1JInkdNQqUZZbsRRbZJahT1ICMtQgnKGmRG4YvyJRZUA0nohIGlmScSSCldW4HDwS6rUfbf3rgsThxwvNbkhoWNRoN2u82TJ0/48MMPefLkCR999BGf/OQn+cIXvjAVAaIo2mpkoNaa8/NzKpUK7XZ7aXd8x364/bndbjUItiQO5MQEmMC/SjO4eWzaq4Hg9cvTUDTIHijt3yaBXKw/PjIVEr9OsIo5odGg9jdB7WeNrUdD3kQQePvxHbhNZgUCs+PXvx1k+cZ1d4gyD9+/KxAWmdAXVA/FSXFP5CLB9fhDVzngcDgewokDjtcSrTVPnz6digAfffQRw+GQk5MT3n//fd555x3+6B/9o5ycnHB2tnrf86rEcUySJFN3/F0bKDpWI47jaavB9RYRIQS+p0iz7X2GqRXo4Jgwu1WKb82kekBP/mYQ9NXx1vZjEewSJc4vVjUntAaB3YszvhUeZ3Fj59stylQqM5KqrxmlRdmj1YlSiRDlXmnNrCqVKWHFE9Qq+xe5DgVjDFJKgiCYtj+WibLtr6McuMNqNk4ccLx2/Oqv/irf+973eOutt3j8+DEffPABP/mTP0mz2QSgVqtNDQL3GSV43R3/6OiINE03bqDo2A55i0ij0Zi2HgT+dsUByNsM6lRUgJ++OlaEUlN3vgt1svcVXW1ACoNZwAl+HXNCD0u6B3HgRbS7doLrZHv2HbhOqg+jeiA1kqqn0bbcJQTiSiorOoEnqFXKfczsm+t+SL7vT1sJsizj8vJyKhY4HA7HfThxwPHa8TM/8zNzL4x5Kf/R0dHUsDCO91eSmbvjV6tVOp0Og8FgJQNFx27RWnNxcUEQBBwfHxNFEVF8ht6BRW6Mj6i/gRqdIqzBpAlCKhLjEYnq1rf/MIKK0oyzxQaoq5oTigWMDzdNRsg4q+x0mzmJlsi9+w5M0FZS8zXDA6gekILSpxZMIiaLXX0WBh6P3560Zbl2usVQSt3wRMqFgDRN5/oh3W43KDKucsCxDZz1xmycOOB47VhEMTfGcH5+Pp3YhWE417BwF4zHY+I4nrYa7Ht/HIuRp1FMIjRbvHh5vpPtRolG+i0qeojSCUb6XMgORTHHUUu6wK9iTiiMBrnLy5zg+zs0IbyNLZDvAExMEhetECkysVYT0aXEpEbhi+KKA56Eqm85Pz+fJsAMh0MnhF9DKXWjIuC6MfJ9MckPkd9XSomU0k3CHQ4H4MQBh2MuSZLw7Nkzms0mJycnDIdDRqPR3vbHGMPl5eWN1eh97o9jcUaj0ZV7tMDsKGDXWBjLOhUZEGcCvdOJ8nwmFRSLr+yvZE5oNAi7s5X0oW5g7H4n5sWQfiYYK6h65a8eyIyk5mVkJRY5Yu3he8WcaCsJjaqamuUNBgOklDQaDWq1GoPBYKFY4EMiT0bKxYBcCEjTlCRJNtryaIyZthoUsZLAiRaObeAOq9kUZ6TocBSYfr/PaDSaVhFcXl7udbCSr0bfNr5zFBtrLZ6SJGa3K3iR9RnLIrQTvMIiqChLvMRbsYo5oRI7KqYWipfR7k0Ib6MLNoGNssOoHpg4+u17J1YnNR6C4r0EKaAZKuStSWkuhHued8O75RCNee+LSt5VQtJ1rlcSFFEkcDheR7rdbgf4VeB94F8D3V6vd8eEqdvtauBbV79+p9fr/emrv/8h4B8BJ8C/AP6TXq83Vyku+dXa4dgdWmtevnzJYDDg+PiYZrO59wvocDjk4uKCer3O0dHR3vfH8TCBv/uVZS0re3HtfwhPLjfQNyj6orXUY+QSyQjr8DJebr+2RZLJQi2JWCbVA2Unzsrn8n6bol0fpIBmVSHn5EVmWcb5+Tmj0YijoyOazWapzfR836darXJ0dESn06HT6VCr1QCIoojz83NOT0+5vLxkNBqRpunOj7u8kqDsx7vDMQ9jd/OzAb4MfK3X6/0bwNeufr+Pca/X+8zVz5++9vf/Dvjve73eHwHOgJ9/aIOucsDhWJLcLKkohoVaa87Pz6lUKrTb7amhomP/CCHurAoBZE9fEMW7KfG1QhLrgg6mVxh8XmQN6kuYE0prQGxZkJFVhul+TAhvYxH4niEtiO8AQJQpfGVJdbEmp8ugraTiZWSmvK+hSKaE4koYUHOEgeukacrZ2RmVSoXj4+ONl9Zvmvzcf/38b62dVgSMRqNCt0pYa7HWXrXC7ff6UdTP2OHYEX8G+Imr/38V+DrwlxZ5YLfbFcBPAl+89vj/Cvi78x7nxAGHYwWstVxcXDAej2m1WoUwLIzjmCRJpmZO/X6/0IOPQ+N6fJTnedM86SzLSNP0xmBQLGnGtyrWQkKFYnWiv0JbUMIsXQq/lDmhyUD5K+zd4jwZNrf6/MtSNCnIAoHMSPV2P4ftU8zv0aJkVuEVQBwQTFoJFhUGrhPHMXEcE4Yh7Xa7EL4710Vg3/fnnvvLhrUWrXUhRAKHY5PsUnPqdru/fe3XX+71er+8xMPf7vV6H1/9//vA2zPuF15tJwN+qdfr/e9MWgnOe71efgL6HvD4oQ06ccDhWIMkSXj+/DmNRqMQhoV5X6bneTSbTdI0LfTqSlnJBYDrrtGLxEdNH6/k1Hxrm1gZkBV6tXYSaThaMNIwJzIVEq9OYBYwJ7T2KuF9O+/D2NTJTHFW6QG0Kd4gfpxJfKlJC/ZeLUOcKaTQhSvPX5Q48/AKYErYqCo8td57GEURURRRq9XodDo7q5gTQtxIDMiFgPzcf6i+CPsUCdz4xVF2er3eZ+fd3u12fw14556b/vKt57HdbnfWF+IHe73eR91u9w8D/1e32/0WcLHK/jpxwOHYAIPBYFpFUASDwCzLODs7o1qtTiOh9tn6UFbuKw0FpqWhcRyvJL4IIQh8RZxsbzXJIogKVFo+C7liFcWLbHFzQg9Lug1xQEiej/dvQnib5CpCcFcpDYsh8FW5xQFtJaGXkZa0tSAxkvqe96ERSvw1hYHrjEYjxuPxVCTY5LVOSnnj3K+UwhgzrQiI4/gghYB5uEoCh2Pz9Hq9z8+6rdvtPu12u+/2er2Pu93uu3B/2WSv1/vo6t//r9vtfh34t4B/DBx3u13vqnrgPeCjh/bHiQMOx4bQWnN6ekoYhrRaLeI4ZjAY7FX1zv0Rms1mIVofisx9A8Ft9oj6WxYHMlFME8LbLBtpmJObEzbtHdPeO0x8BzY/kD2LjyheEf9EGAqUJSnYJDbKJIHUJCUWCMrwnZqNRAqB2dM1qV6RBN7mvy/WWobDIePxmHq9Po0/XEagv94W5vs+UsqlqsFeN3KRYBfJBq5ywLEN7I4ipTfQjvZPgS8Bv3T17z+5fYdut9sGRr1eL+52u28A/zbw168qDf5v4KeZJBbc+/jbOHHAcZB8/etf5zd+4zcAePfdd/niF7+I7++m3zWKIuI4nhoWDgaDvRoEWmu5vLzE932Oj48L0aO5b5RSN/wBbg8Eoyja+oqQFALfk6TZ5gecVngkRTUhvIVFECpLtMLbvbA5odUgNnu5MwT002LFQ15n1YqM7SJQUkOJxYEoU6gStxbsy5SwVpFU/O2ek4wx9Pt9lFI0Gg2EEAwGgzuirlLqhhAspURrPa0IcELA4rj4Q4dj6/wS0Ot2uz8PfAh0Abrd7meBX+j1en8O+BHgf+x2u/lKyy/1er3fvXr8XwL+Ubfb/W+A/xf4lYc2KJZR5J48eVLE0YbDcYPz83P+1t/6W3z5y18mCAK+8pWv8CM/8iP8+I//+M73JZ+Q54OWIpQg1mq1aRXBPlsfdsH1toD7MqTzweC+ViYybRiNN9sDbC3EVNG2PAM1T8IgDVZ6bEUmvMnTB+8Xq+pGy+w/Hr9BaoprsFfxdGGd9X1piHV51ybqflra1oJmEOGxW9+BaiCpBrsXK3PvHZi0guXnf631VAjOsswJARtkG+0GSbJ/n4zXkUePHpXzJLcY9q//49187/+L/1hCydxsy3t1djjmkK8CK6VIkoRWaz8Z5Gma8vz5c+r1+tQ0aThcwERti+TGTUdHR1PR4hDK9vK2gNtGUfkAcDweF84x2lMSKQVmg+VtRlbQhTYhvMs6x19sgoXMCT0xsfDdBLGpFVoYAEi1QohiTnqKWdWwOGVuLUi0wtth4Uboi50JA7f9YXIhwBiD7/ukabr3Vr9DZ9PtBu6zcjh2jxMHHAfH8fExf+pP/Sn+6l/9q/i+zwcffMAHH3yw130aDodEUUSr1eLk5ITLy8u9rtobYzg/P6dSqdButxmPx4zH473tz7LcVxZaVqOowFdE8WamrRZJVJJ2gutoK1aKNMx5nh3z+AFzQokBNjArEpKn42JFF96HsVBVhqSAyQWxVlRUVtrqgVh7KLKSrQVNiLWitiNxoOIJapXtbOz6+f96RViapkRRRJZldyaW+fUujmNGo5GbeG6R6+0GUkr3XjsKhzskZ1POK7PDMYfRaMTv/M7v8Iu/+ItUq1X+/t//+/z2b/82n/3s3CSRrXPbsDBJkr2v2sdxTJIk1Ot12u02/X6/eKvr9wwC87LQJEkYjUalLgv1vc2JAykBpZyxwEqRhjkW+aA5obAaxPoTlYukSRFNCO+jyCv0osD79hDaQK0iiLMyvobdmBIGnqBW2cz35LpR4PXEmFwIWFRoj+OYOI6nKT5lE8XLiDEGY4zzJHA4SoQTBxwHx+/93u/R6XRoNCYRY3/sj/0x/uAP/mDv4kBObljYbDYLY1g4GAym/Zlpmq4Uz7cu1/Oj85/rbQGzVoPKzuR1K9J0vUoH6YWkSTkmrfex7kT2QXNCrUHZtXwHLB4XSW3lx++aVSsxdkGiFaGXEmXFbs+YRabLex6yWzYl9JWgXll+Mph7xFy/DmwjMSYXBa63++3zGvw6sKpx4aFd7x3FYZPtnIeGEwccB8fx8TEffvghSZLg+z6///u/zyc+8Yl979YN8gSB8XhMq9WaGgTusxQ+yzLOzs6mqyqbzIu+Td4WcDs2Kh8EDofD0rQFbIJgTXHAWhim5V6VWTXS8DovTXuOOaFFiskWVuVZdLzGo3dPnEmEMIVdsbNWsO5nvi+iTOHLbKMml7siswq1JXHAk9AIH54AXheDb3vEpGm68ejY+xgOh4xGo2nl3HA4dOZ3W8aYyfko/3E4HMXDiQOOg+P999/nj//xP87f+Bt/Aykl7733Hn/yT/7Jfe/WvaRpyosXLwplWDgej4miiGazSbVa5fLycq2y/VltAS426hVKSpSSaL3a+6BlBVMyE8LbTCINzVqeCQ+ZEyosZsW2i8RWiXW5VrktgoqyhXXWT42k6hnGK7aT7BOLwPcsaQm/d4lWVLdgBaAkNKvqzqQvN4vNrwO5EJAnBgwGg72JwXnlnJSSRqNBrVZjOBwefJLPPrHWYq1dKNnAVQ44toU7tGbjxAHHQfKFL3yBL3zhC/vejYUZDofTKoKTkxP6/f5eVzDyyoY8ijGKIkaj0dzH3NcWADxoEuWYEPiK8QrigBWSuIQmhPfhSbN2tfM8c0JpDYgV3isheDo8Wm/H9kSRfQcAJtX55aweMAU0e1yEaAvigBQTYUApdaMi4LZZbBRFhawKM8ZweXmJUmrakrhP0eJ1IE822Eb8ocPhWB0nDjgcBcEYw9nZGZVKhVarRZqmezcsTNOU09NTarUanU6Hfr8/jYi83RZwfSVoFyWhh4anJEIsp2ZbCwkVympCeJtNmKRNzAmPadrTezaQgVr+stdPG/8/e3ceHVd953n/fe+tVbVLtmVJdmy8YBuMTWyDMdgsxiGBxDYmIJakjzOke7rJJDNPZpIJeXq6c6ZPek6mJ3medLqnFzpPApOYRZ2EQAJJAIMBuw0BnLDYLLaMIV4la6v91t2eP0RdJFmyLbmk2r6vc3xslaTST4tV9fvc7+/7/eCcdvWxK7jvAIBpqzR4LbJGZa9zNNV7tEAdPGJToocWTVVomxHH5/O6Y4SL42OrrSrMsiwGBgbwer1Eo1EsyyKdTlfd51FNThcSyMUEMVnkR2tsEg4IUWF0Xae7u9ttWFisKigXj8fjPuGLxwfPXBuGUdVPACuRoih4PRqFcfQecFQfZhWWNY/FdhQ8qoVpn9tlzQEzRMiTPrU5oWOj4IxvTr2i0aeHz2k95VTpfQcADEtBwa66AMZBwVvBxzZOZ/Brfe6/t1VVIRHxk81mSKdr53HAMAz6+vrw+XzE43EKhUJZGvXWE6kkEKIySDggRAUqlvVns1ni8TiBQIBkMjmpJY6jdYqG4ccC0uk0Pp+PUCiEbduT1rCwXvm8nrMOBxwU8tYUDSyfQn7NPudwAMZuTqjhYI4jHOgtNJ7zWsqp0vsOwOBUhWCVVg9UemXGWCxHQz3HcEABwn4V26rdKrFCoeCOIE4kEmd1xE5M3NDjiT6fz62oFKLUJnucazWTcECICmaaJidPnqShocF9YpJOp8/5flVVHRYCjKdTtK7rFAoFt8NzKpWSIwQloqoKHk3FPIveA6biH98V8CqhUJoH7MHmhGF89vD/L+o47t/ET7pQ/Q+TmuJQ6e3VCpaKqthVt9nOmxo+zay6/4sFSyOgndtPRTio4dGq6/OeqHw+Tz6fd4/YFcchiokrBgFDe1QoiuJWJmazWZkeIUQZVP+zHiHqQHEOczQaHXfDwqENAosPvud6LrTY4VnTNKLRKIZhSMllifi82hnDAUfxUKiRJoQjmbZTshLzbjNGm5Yd1pxQUxzOLh9QOJGNnfMaKoHlVP4GznYUgh6LTJVVDzgoeFQwqqyiXre9BLT8hN8/HFDx1kkwMFQ2myWXy7khwWSO/K0lZxMEGIYhDSDFlBmlZ7H4gIQDQlQJ27bp7+93GxaapkkqlXI39vl8nr6+PubNm+c+AMNg9YFpmui6XvINvGVZ9PX1uSWX8kTp3GmaiqooY5a8OQ7oTnWN1BsfBb/H/3F6dAAAIABJREFUJl+C8XYOKllPEw1Gt3ubbRRA087YRC5jhbCc2ji2UbA0oLL7DgDoVVo9UA3hy0i2o0y4KWE4oOLzVNf3qJQcx3F7AYVCIRoaGkin0zL+8AMjR1dKECBEdZFwQIgqk8/nOXHiBL29vRw7doxDhw5x4sQJAoEA8+bN47zzzpvyaQH5fB5d14lEIgSDQVKplDzwT9DgFRYNvTD6989W/Vg11IRwNB6ldJF+rx4g4PENa06oKWeYmKho9OQjJVtDudmOQsBT2X0HoLjO6us9kDc1/FV4tGAiTQlD/voOBoaybZtUKuWOP1QUhXQ6XVfH7CQIEKL2SDgg6o5t21XVCbe3t5eDBw9y5MgRjhw5QjqdJh6P09bWxuzZs7n11luZMWMGmUwG0zTJ5ydeKnouik0UvV4vsVjMrVQQ4+cbMxxQydfocYKhSt0oaGRzQhUbi7GrAnr0aEk/fiVQleo48qObKppiY1VV9cDg1IJClYV2lqOOqylh0Kfi91bT92VqFMcfejwewuEwtm2TyWRqbkM8NAgohgHFIKBQKEgQIKqKHIMdm4QDom6cOHGCSCRCQ0MDUD0hwdGjR0kmkyxevJj169cTiZx6RTOfzxOPx8nn82U/+28YBr29ve6ZzFQqJeWW41Qca2iYw59kFfBBlV2dnAjbGeywr5dos6XbPnRvGL812JxQdWxQRg8HLHxkjEBJPm4lsauk9N2hOqsHTLu61gtg2B786tld5Q54FYK+6vscp5JpmvT39+Pz+YhGo5imSSaTqcpRv2cKAjKZjAQBQtQoCQdE3bjnnnvo7+/nhhtu4Nprr0VVVRzHqfhzuEuXLj3j24zWsLDcZ/+La4pEIm4Dw2p8klQuPu/wcMBRPBh1UDVQ5PPY6CUc1XjSiNGm5cCxwDZBG71vQ600IRypWvoOwGD1gEexMauoeiBvagQ0E7uKwru85cF/Fl9iv1ehwV8b/TemQqFQoFAo4Pf7icfj6LpONput2CuVQ6cXSRAg6oU8HR2bhAOiLjz22GNMnz6dzZs385vf/IY9e/bw2c9+lpaWlnIvrWSKDQt9Ph/xeJxAIDCsYWG51jQwMOCuScY/nT1NU9FUBct2cBzI13QTwlM5tgWnKf0f9/2hkiRGlF5wHBScU86I5+0QplObD4u2oxD0QqEKnt87KPg9FmZVVQ8oaKqDXeF9HYayHRVFGWxyOhafR6FBKgYmRNd1dF0nGAySSCQq4vFPggAhxJnU5rMgIYY4duwYL7/8Mps2bWLZsmUsW7aMxx9/nF/+8pfccsstxOPxci+xpAqFAl1dXYTDYZqamshkMmSz2bKvqbe3l3A4TCKRIJVK1VXTponyej1YuoGl+rGr7DzzuSrlSMOipBUi7Mmg2joeHIyh4YCi0pULl+xjVSKPplRFOACQN1W8qoVhV88Va9PWOMs5mRVDQcUZo++AV1MI+dWqqDapZMVQoHjUrlhVN9nGCgIKhYI7fliCAFGvKrWSpxJIHCxq3s9//nMWLVrEokWL3NuuuOIKent76ezsBGrzl0Q6naa7uxufz0djY6M72rDca0omk0QiESKRiDzpPAOvRwVFQ6+j4wQfUgh4Sl/1ctJOAJzSiK1Pj1LrD4mGWU11lAperZrWOziKUauyHyFrjJ95j6YQDkgwUErZbJa+vj48Hg+NjY34fL6S3beqqvj9fkKhEPF4nOnTp9PY2EggEHBHL548eZLjx4/T29tLKpUin89LMCCEOEX5dwtCTKLdu3czMDDAxo0bhzUijMVizJgxg/3797Ny5cqafQJkWRY9PT0Eg0H37GM6nS5rGGJZFn19fQQCARKJBJlMpuz9ESrV4FhDzxnm7tUurYQjDYsKtnewOaGdA3XwIdDGS8oIlvxjVZpq6jsAg9UDPs36YN3VQEFTwaqiTMOwNHwjmhJqKkQkGJgUxf47qqoSDocJhUKk0+lxNe0dWRHg9XpxHMcdH5jJZCgUCtLjR4jTsGvvmmDJSDggalY2m+WZZ57hiiuuoLm5GfhwQoFlWRw8eJANGzYMu33kv2tFLperuIaF+XweXdcJh8MEg0FSqZRcxRhF0KegKA79Oapujvq5KvVIw6KTRoxWLTd42FpR6MrVZhPCkWxnsBqjekr1FTSltL0nJpthKlTT0YK85cGnfvhYoKkQCWoSDEwy27ZJJpNomkY4HOb3v/89oVCIGTNmDHu7YhAwNAyQIEAIMZkkHBA16+GHHyYUCnHVVVcBgw/GxSc8Tz/9NLFYjPPOOw8YfADu7+8nHo+jqmpNBgSO4zAwMEAulyMWi1VEw0LHcUilUni9XmKxGLquk8lkyraeShXwQqPi0JsDp0pG0pWC7SiTcuXYQSVFjJCSJWM3ULDrp9mjpkA1DRbVLQ2/x0Q3q+Ppim5pBDwF7CqZtGA5mtuUUFUgEtBQJRiYMpZlMTAwgNfr5Sc/+QnTp09n06ZNNDc3nxIEFCsMJAgQ4tw5Ujowpup4tBViAtra2nj11Vd59NFH2bRpk7vZ7+zs5N/+7d+45JJL+MhHPsKzzz7LoUOHSCaTeDwebrvtNhKJRJlXP3kKhQLd3d0V1bDQMAx6e3vdhk3pdJpCoVDWNVUanwemNTj0ZsGqo4DAq9qTUlaetEJ4VIcTuWjJ77uS2VX4s6NU0ZV4AE1RqqpkVUEFxSYS1FDV6vv5qEaapg1rFDh9+nSWL1/OK6+8wv/+3/+b+fPnc+211xIM1v5xJyFEZVHGc/b46NGjVfRwJwT09PSwbds2kskkK1as4L333uP999/noosuYvPmzRw4cIAHHniAz3/+88yYMYPnn3+ezs5Otm7dOmyKgeM4NVlmqWkasVgMTdNIpVLjOvc4WVRVJRKJAJS9sqESWTb0ZhXMKhqZdi401SFj+CflvlXFoWB6qqjM/typikM19R0o8qk2eas6rmf4NItqOlqQ8OeIBmw8WnX9TFSLkUHA0IqA4uSAoRUBtm3z8ssvs2PHDj760Y9y1VVXlbR5oRBno7W1tZZ/ITj/9/83NUdr/8fn/UB1nQmVcEDUJMdxcBzHrRZ47bXXOHz4MKqqEovFWLNmDY7j8Bd/8RdkMhk+/elPs3btWgC+973vccstt9DS0jLsPifzqEE2m+Whhx7i2LFjANx+++3ukYepEAgE3LL+cjcsLPL5fITD4YqYDV1pbAf6sgqFuhhv6FCwvZNWpu1RbTIFX9WUgZdCwGNUXSDiVe0PpnZUx/cp6ClgVdTPlINHdfCqDl7NHvy35uBVbbyagxQMlMZ4g4DTMU2TnTt3cvLkSW6++eYpWL0QH5JwoDSqMRyojhheiHFSFAVFUdwN/bJly1i2bNmwt9mzZw+tra3ceuut/OAHP2DXrl3cdNNN+P1+ent7aWlp4cSJE+zbt4+1a9fi9Q6eSy5unEt55e3hhx9m8eLF/Lt/9+8wTXPKS+qLzQGLDQvT6fSUzGE+nUKhQG9vL6FQiEQiQSqVwjTNM79jDRvapToe93C0J08qW/5qj8ml4NcscubkbLRMWyXsK5DUfVTLxvNcVVvfAQDDVgl6Ju/noNRURcGa4oxV4cMNv0f7MAgI+jQSsRCWZVVM+FsLzhQE5PP5c+oR4PF4uPrqq0u7aCEEAHY1nf2aYhIOiJpWvNJfPBYwdGPf2tqKoig0NTXx1a9+laeffpp//Md/xOfz8ad/+qc4jsOJEyd4++232b59OzfeeCOrVq1yQwdFUdi7dy9tbW3DjiCMVy6Xo7OzkzvuuAMYfELg8Uz9f81iw8JsNks8HncbFpZ7gkAmkyGfzxOJROrqya2macOedCqKgmVZmKaJaZrkcjlCmo3lVcgaVRVKj5umTO7327BVYgGDgfzkHF+oNNXYdwDAUTQGy/Urf/0FS0WZhJ9bVfnwav/wKgAbz1i5iWPT39+P3+8nkUiQz+fL3mem2gwNAoq/l0sZBAghRKWQcEDUheJV/qFX+yORCB6Ph4cffpgtW7awfv16Lr/8cpLJJDBY0lesONi7dy+PPPIIbW1ttLS0uNMNHnvsMT760Y9yzTXXTHhD39PTQzgc5v777+fo0aPMnj2bLVu24PeXZ6NiGAbd3d2EQiEaGxvJZrNlnyBgWRb9/f0EAgESiQTZbLbslQ2lNPTqk8fjQVEUNwQoFApkMplRAxFFgVhwsCQ4Xaj8DdNEWc7gOfnJvLJfsBQi/gIpvfbP9hYsFYfq66NSMKHBa5E1Kv+pi2FrBD3GBJqHTl75v67r6LruNn6ttd+jpTIymJUgQIjaUw8XmSaq8h9hhZgk4XCYW2+9lR//+Md885vfZN26daxatYqGhgZeeOEFOjs7AfjkJz/JhRdeyPbt2+nq6nJ7EWzfvp3W1laWLFlyTlf6bdvm8OHD3HTTTcydO5ef/exnbN++nRtuuKEkn+dEFa/Yx2IxmpqaSCaTZW9YWDz+EA6HK6ayYTwURTklCHAcB8uyMAyDfD6PaZrjftCKBBxU1SGZV6iGq6rj5TgKfs1Bn+RvtWk7NHgNskZtjza0HBW/x8Cssr4DAKYNCjZOFRwBURVGPVpQLP/3DK0A+ODfHtVhsjObbDY7WHn0wZGt4oi8ejRWEFDsDyBBgBCi3kg4IOqWbdtEo1G+8IUv8Oabb5JOpwkEArz66qvs3LmTZcuWkUql+J//839y+eWXc/LkSQKBAAB79+7lyJEjrF27ltbWVmDiEw3i8TixWIy5c+cCsHz5crZv316yz/NcWJZFb2+v27CwUCiQSqXKmrg6jkMqlcLj8RCNRt0r65VGVdVhTzg1TcNxHEzTxDAMstlsSXsohHyDJcf9OajFgMCjWuiTMNJwOAVFsfFpJoUq6Yw/UZoC1djBw7RVgl6LrDGV4YCDAu6mXWFwA68AKB+8bvAVH/x78PWa6uD3WHhVB49mu9UAmsKkBwBn4jgO6XQaTdMIh8MoilJ1Yet4jRYE2LbtNgmUIECI+uHIf/Mx1fazHyFOQ1VVt2HhkiVL3NsDgQAej4frrrsOgLVr1/Ktb32Liy66iEWLFlEoFNi5cydz585l3rx5bl+DYjAw3qkG0WiURCLBiRMnaG5u5p133qG5ubmEn+m5K16xj0QiFdOw0DRN+vr6CAaDNDY2kk6np7yRY1HxPGrxSWfxZ6sYBOTz+Sl50h30DgYEfdnidqaWTE0gZTsKPs3CtNWanmDgVGnfAXDwaTYhX37IpvzDzXtxc/7hRv3U1zNkc3/q64t9aT6M2Mq9kZ9MlmUxMDCA1+slGo1imiaZTKbqN8hnEwQUCgUpLRZCiBEkHBB1bbRNfGtrK5Zl8b/+1//i6quv5q233kJVVW666SYAnn76aRzH4eKLLyYej5NOpzl+/DimabJ48WJUVR13FcFNN93Ej3/8Y0zTpKmpyW1OWEkcxyGZTJLL5YjFYgSDQZLJZNmvNOVyOTe4CAaDpFKpSX1iWwwBRmsUaBgGuVyurE+s/R5oCjn0Zqu38dxoLBtUxZ6SDbvlKDU/waDa+g6oikM8YBAPGHg12dCVmmEY9PX14ff7icfj6LpekRVZo5EgQAghSkcZzy/Lo0ePym9WUTd27dqF1+vlgQceYOPGjaxfv57333+fhx9+mJUrV7J27Vp27NjBO++8g67r5HI5fD4fW7duJZFIlHv5ky4UChGJRCqiYWGRz+cjHA6Ty+XI5XLnfH+naxRoGMaE+gNMFdOG3qyCZVfH5u9sqIpC1py6fgA+zWYgH5iyjzfVqqHvgE+zSAQNon7znJrxifEJBoMEg8GKa1pYDAKG/l4eGgQUewVU6u9lIapFa2trLf/Gdb7yj1MzseXbdzVAlZ31lMoBIUYoHgu44oor0HWdw4cPs379egCee+45mpubWblyJe+++y7PPPMM1113HVdccQUA9913H3v27OHaa69172/o+MRakslk3CqCpqYmUqlU2cr6iwqFAr29vW6jrVQqdVbn+sdqFFgMAopnUauJR4VpDYMVBEaNBATqJI80HKlgqUT9Okm9Nkcceiq274BDyGeRCBiEfLV7Br6S5XI58vm8O7WmHMe2zhQEZLNZCQKEEKLEJBwQYoTiUQPHcfD7/e5xgj179nDkyBE2btxIMBhk586dTJs2jV/+8pf09/fzyU9+kssuu4wdO3awbt06fD4fXV1dzJgxAxh/L4JqYNu2W4oai8UwDIN0Ol3286rFSQuRSATLskin0+4TyLEaBRYrAUrdKLCcVBUaQw79WdCt6g8ILHvyRxqOZNgQ8hbIGLU34rDSjp2oikPMbxAPGvjk6EDZFZsWqqpKOBymoaGBdDo9Kb8fhx7VGhkEFAoFCQKEECUlv0vGJuGAEGNQFGVY74AVK1YQjUbdUYaqqnLllVfS1tbGj370I9566y0Mw+AjH/kIPp+PI0eO8O1vf5svfvGLzJ49G5+v9jYXRbqu093dTSQSobGx0a0qKCfLskilUjQ0NNDU1OQGFsUnnMWKgHL3TJhsqgKJBoeBPOSMytoMjpfD1Iw0HE7BwcGvmeg1NsHAcDwMhi3l5VVtEkGDmN+gxvLTmmDbNslkEo/HQzgcxrbtcwqBJQg4O319fWzbto1UKoWiKKxZs4arrrqKTCbDfffdR29vL42NjXzuc5+joaGh3MsVQtSI2nqmI0SJjZxAsGDBAvd1TU1NdHd3s3z5cr785S+ze/dudu3axZVXXgnAv/7rvwKDYw/vuecePv3pT3PppZeO+nEmOgaxkhQbFmazWeLxOIFA4KzL+kth5BPOoY0CU6kUPp8PTdNqflzXaBQFYgEHVYFMobp/zoJ+FX1qjgq6HBS8moVpK1hOZZ/RHw/TAr/HxrTLsyNv8JokggYhr1XTEwFqhWma9Pf34/P5iMfj5PN5d9LBWCQImDhVVdm8eTOzZ88mn8/zne98h0WLFvHb3/6W888/nw0bNvDUU0/x1FNPsWnTpnIvV4iqYtvyO2csEg4IcRZGOw6wePFi7r33Xrq6utiyZQtr1qzhkksuwePx8Oyzz9Ld3c1dd93F+eefz9KlS92rLKMFAcWXayEkME2TkydP0tDQ4D6BTKfTJf0YIztTFz9usRpgtEaBuq7j8XiIRqMUCoWKaaI4VRQFogEHVXFI6e4QtyoyOG7ONg0UxcdU7yUsRyHkM0jpCk4NTTDwKM6U9h1QcIgFTFobvURDQdJpC8Oor7Cu2hV7u+Tzef7u7/6Oq666ipUrV+L3+93fy16vF03TJAg4B7FYjFgsBgyOWG5ubmZgYIDXX3+dL37xiwBccskl/P3f/72EA0KIkpFwQIgJmjt3Ll/96ld56KGH+Id/+AeuvvpqVq5cSTab5dFHH+X222/n/PPPB2DevHmnvH8+n+fNN990y/HXrFmDoig105ug2OU6Go1OuGGhoijDrjiNbBQ43v4ApmnS19dHMBgsW5Otcgv7QVMd+nNQ3oBgcNa8qoD2wd/uH9UZ/vIHfwZzM4eEk0e3feRML8msxVRtNQxbJeovMKDXzgQDe4p+Bjyq7Y4i1FSwCjpJSyMcDgOQTqfrrqKnmnk8HhKJBF//+td54okn+N73vsdNN93E0qVLpVngJOjp6eHw4cPMmTOHVCrlhgbRaJRUKlXm1QlRfeRX09gkHBBigmzbJhQKceedd3L8+HEaGxsBuPfee1m0aBGrVq0a9f0URSGfz7Njxw5++9vfcumll/Lss8+ya9cuPvOZz7g9DWqBbdv09/e7DQuLJf6jnVVVVXVYEDCyUWAmkynZ5iGXy6HrOpFIhGAwOOaaalXQO9j8rS9bvB5fCqNv6M+82R8/VYGgViCoFWiJBclbXroHdDI6THbgUbBra4JBwVQn9UsW9FgkggXCvlOPDliW5ZalR6NRDMMgk8nIhrLCDK3SKv5tWRaFQgHHcfjYxz7GxRdfzGOPPcajjz7Kxo0bmT17drmXXTN0XeeHP/whW7ZsIRAYHkwqilL11YZCiMoi4YAQE6SqqnuVf+bMmQCcOHGC/fv387Wvfe2072vbNnv37mX9+vWsXbuWT3ziEzz++OM89NBDbN26lUQiQX9/P/F4fCo+lUmn6zpdXV1EIhHi8TiHDh3i3Xff5ciRI7z//vtceOGFbNy40Q0CcrncpG/WbdtmYGBg2PnZbHaKD7OXkd8zOMmgLztW1/oxNvujbPS1Dzb65XiOqudzaKrOgplhbEfhRG+GVF4hZ6pM1q7XsCHkK5ApVH+TUctR8WtmSfsOKDhE/IP9BAKeM/8/NgzDrehJJBJu1ZGYeqMFAaZpnnF8YCwW44477uDIkSP84he/IBwOc/PNN5+ymRXjY1kWP/jBD1i5ciXLly8HIBKJMDAwQCwWY2BgwK2+EUKcPUd6DoxJwgEhzsHI8v/m5mb++q//+oydg4tXylKpFLqu4/f7Wbt2LW1tbSQSCXRd5+c//zktLS1ce+217rn6amOaJsePH+fw4cMcOXKEI0eOUCgUaG1t5bzzzmPRokVceeWVhMNh+vv7y7LG4vnZ4jzvVCqFYRhlWctU82nQ1OCgW87w8v4PLiZXywWpYjd1r9fLrBkRDMMgmcqQLqhkCir5kgcFg5NMAh6TvFmd/zeH0krUd0BTbOJBg3jAxKOO/4lXLpcjn88TCoVIJBKk0+m6+b9YDhMNAk6nra2NP/uzP2P//v01PaFnKjiOwwMPPEBzczPXXHONe/vSpUt56aWX2LBhAy+99BIXXXRRGVcphKg11f+sRogKYtv2WY0U8nq9rFy5kscffxyv18uGDRuIRqMsXboUgD179mDbNo2NjVUZDDiOw9///d9TKBSYOXMms2bN4uKLL+aGG24gGAwCEAwGiUaj5PP5iiglzmQy5PN5IpEIlmWRTqfLvqap4NEG/9SCoVegpzUlCGYyRHUdy4aMoZU0KHBQ8KgWHlXBtKv7C3iuR0v8HotEwCDqN885UHIch3Q6jaZ92I+g3o79TIYzBQGZTGbURq4TtXDhwpLcTz179913efnll2lpaeFv/uZvAPjUpz7Fhg0buPfee3nhhRdobGxk69atZV6pENXHroPndxOljOeB4OjRo/KVFOIcHDt2jEgk4j7pfeONN/jxj3/MJz7xCdatW4emaRw7downnniC6dOnc8MNNwCDpYWaVl0bkLNZs6qqRKNR/H6/W0VRCfx+P6FQSMqbq5iiKITD4VPGV5o2ZAsaaUNDN899aoNXtUnpvqqeYKAp9gS+DA4Rn0k8aNDgnbyNu9frJRKJuBNG6iGwO1enCwIKhYJ7fEu+lkKIsbS2tlZJ7eCEOF/6bnJKPtDf/V9RqLLxUNV3SVKIKmWaJocOHcI0TdatWwcMlgeuWLGCgwcPcvXVVwPw+9//nmQySSwW45133uH888+vumAAOKs1FxsWFs/9BwKBirhKqOs6hUKBcDhMMBgkmUxKJ/Uq4zgOqVTKHV9ZvDrqUR2iAYtowMK0IVPQyBQ0dGtiQYFhqzSGbXrS1TgecpDlqPhUE8s5c8ChKo47dcCrTf7m0jAMent7pR/BGIaODiw2cx0aBJS6IkAIIWqB9BwYm4QDQkwRj8dDJBLhpz/9KalUihtuuIFMJkM2m3XPZr722mvs378fy7JoaWnhwQcfZP78+dx2221VGRCcrUKhQFdXF+FwmKamJvfrUk6jbS7T6XRZ1yTGrzi+MhAInLK59KgQC1jEhgQF6YJGwRpfFUBWt4n6raqeYOBRHU6Xf/k0i0Rw8OiAWoYMRPoRnD4I0HW9Lr8mQgghSkvCASGm0NKlS2lububHP/4xr732Gj6fD8dx+PjHP46u67z22mvMmjWLq6++msbGRqZNm8Zjjz2Gruun9DIoTkqoJel0mlwu51YRJJNJTLMUrdImrri5DAaDNDY2kk6nKRQKZV2TGL98Po+u6+7mMpVKDfvZ8qjQGILmuIqNRkpX6Etb5Apnd3XBsBXCvgLpqp1gMPrEipBvsJ9AyFf+ypl66kcw8liABAFCCFE6UjkwNgkHhJhCtm0zffp0vvzlL/Pmm29imiazZ88mHo/z7LPPUigUWLlyJY2NjZimia7r6LpOMpl0wwHDMPB6vcNGKdYSy7Lo6ekhGAwSj8fdJ8LlLovN5XLouu4eNajVTUktG7q5jEajOI6DZVl4PB4URcE0TUzTxDIKBDCZGXIwAgqZgkra0DDOUFFgOw5Bj0HO9E7RZ1Q6Q6slVMUh5jeIBw18U3B0YLwsyxo2hlTXdbLZbNl/R0yUBAFCCCEqhYQDQkyhoRv6JUuWuLfv37+fN954gyVLlrBo0SJgcDP64osvMmvWLGbOnElPTw+PP/44hUKBUCjELbfcUtNHDYplxNFolKampopoWFgcmVfclOTz+bIffxBnNrJBG+Cew/b5fGSzWXK53Kjv69Uc4kGLeNCiYA0GBZmChmGfGhQ4KKiqjUe1qm6CgWmrhHwFon6LmN+gGjLH4hjSaupHIEGAEEKISibhgBBTbLQr/Y2NjcyfP5/FixejqiqmabJ3717ef/99vvKVr3Dw4EF+/etfo6oqGzZs4LnnnuMf/uEf+JM/+RMCgQAweFVUqZbB9GfJcRwGBgbI5XLEYjG3OWC5r9gXNyWhUIjGxkZSqZQ8oa8AiqK4G67i5gtwu7PncjlSqdQp73e259h9moMvaJFwg4LB8YhDgwLbUQh6DdIFBecsGvxNJlVx0FQHj2IP/q06H/6tOHjU4beXo5dAKVRqP4KhQYDX60XTNEzTpFAoSBAghBBlJKcKxibhgBAVoKmpiU984hPuy11dXTz33HOsX7+eUCjEyy+/TDwe54477gBgwYIFfO973+PkyZO0trZiWZZ7RbQWFQoFuru7K6phIUAmkyGfzxOJRLBtm1QqVbWlzdWmGAQMvQLrOI57FTabzZ51v4qR38d0On3GAGowKDBJBEE3FTLGYFBg2oN/ov4CA3kflHDEoTp0Q684Izb8NtrQtYI3AAAgAElEQVSI26p1sz8R5exHMDKUKgYBhmFIRYAQQoiqIuGAEBVg5FX/Q4cOYds269atI5PJcODAAdrb293XJ5NJurq6cBwHVVX5wQ9+wPr165k3b557f8XX1ZJiw8JYLFYxV+wty6K/vx+/3181pc3VRlGUYVdhNU3DcRy3IiCTyZzzqMni93EiR0b8Hge/x6SxGBQUNDKGSsxvMDDmBIPBzfuwq/fKiM3+iBCgxgqDJsVk9yMYGUqNFgSMbHYphBCiskhDwrFJOCBEBRh5HODyyy/n4osvBuD48eMYhsHcuXPd17/wwgvMmzePpqYm3n33Xd5++23+6I/+CBi8WhaJREY9YlALRw8sy6K3t5dAIEAsFquYhoW6rrv9IBKJBMlk8pw3rPVIVdVhmy9N07Bt220WmE6nJ/XrOvLIyHinU7hBAYNBQcBjoygMv8r/wYa/yv8rVrRS9COQIGBi7r//fvbt20c4HObuu+8G4PDhw/zrv/4rhmGgaRo333wzc+bMKfNKhRBCjCThgBAVptiwMBgMAjBr1iymTZvG888/zzXXXMPOnTt5++23Wb58OQ0NDbzyyiusW7cOv9/P22+/zYMPPshVV13F1Vdf7d6XZVnuk1qfr3Sj1mzb5jvf+Q6xWIx//+//fcnu92wUR9MVGxam0+myX7EvljZ7PB6i0SiGYZBOp8u6pkqmquqwjVexYWfxaEA+ny9bwJLJZMjlckQikQlPpxgMCqSUvJyG9iMIh8O8+eabzJ49+5S3Gy0IKPZ/kSBgfFavXs26devYtm2be9svfvELPv7xj3PBBRewb98+Hn30Ub70pS+VcZVCiHpW7gtKlUzCASEqTPEoQPEKv9/v55Of/CQPPvggr732GgMDA1x33XUsX77cPePe1NTEoUOHeOKJJ+jv73cbsem6TjAYdKca/PrXv8a2bTZt2lSSIwfPPvsszc3NZduUFxsWZrNZ4vE4gUCAVCpV9iv2pmnS19dHMBiksbGRTCZT9kkL5aZp2rDNVzEIGNossNyNJkeybfuUEvVMJlPuZYlxKoZ22WyWJ598Er/fz+bNm5kxY8aoQUA+n5cg4BzMnz+fnp6eU24vPk4Uj4YJIYSoPBIOCFHhHMdh7ty53H333Rw/fpxoNEpDQwMA3d3ddHV1YVkWuVyOcDjM6tWrueSSSwD4/ve/z8UXX8y6desA2LRpE319fSUJBvr7+9m3bx8f+9jH2LFjxznf37kwDIPu7m63FDybzVbEJi6Xy6HrOuFw2A0uKm0DPBk0TRt2BVZRFCzLcju1Z7PZqvo6FEvUGxoaJnTUQJTP0IqAWCzGV7/6VV5//XX+5V/+haVLl7JhwwY3GBCTZ8uWLfzTP/0Tjz76KI7j8J/+038q95KEEHXMlp4DY5JwQIgKpyiKezxg5syZwIe9A1555RUOHDhANBqlra2NeDxOKpWiu7ubF198kVwu5/Yu2L17N2vWrCGRSAAfHl+YqIcffphNmzaVvZR/qGLX+eJRg2QyWfaGhbZtk0wm8Xq94250Vw1Gjg4sBgGGYVAoFMhkMjVTvlc8tx4Oh2loaKiIKhXxoaFBwNAKlWJFQC6XwzAMmpub+Q//4T/wb//2b3zrW99i/fr1rFixouYauFaSXbt2sWXLFpYvX87vfvc7HnzwQb7whS+Ue1lCCCFGkHBAiCow8kmroiiYpsnhw4fRNI1169Yxd+5cnn/+eQ4ePEgul+PkyZPceeedRCIRHnnkEV5//XUuvPBCotGoe58TDQj27t1LOBxm9uzZ7N+/vySfY6lYlkVfX5/bsLBQKFTEiEHDMIZdfa6ESQvjNXJ0YPHn0DRN8vk8pmmW/es82YaGPdJXonxGTrAYKwgYqyKg+HtzxYoV/OY3v2H37t184QtfcI9gidJ66aWXuOmmmwC4+OKLefDBB8u8IiFEPav15yrnQsIBIaqUx+Phj//4j3n33XeZO3cu2WyWHTt2YBgGbW1trF+/nmnTpnH48GFee+01Nm7cSDQaZd++fWQyGVasWOE+ER5vSHDw4EHeeOMN9u3b524Mf/SjH7kTEypBsWFhJBKpmIaFMHj1ubgu27YrIrgYzciNFzDsTHa1BRulZhiG9JWYIucaBJxOKBTipptuIp1OSzAwiaLRKAcOHGDhwoXs37+f6dOnl3tJQghR8drb2xuBh4C5wCGgvaOjo2/E21wD/L9DbloM3NbR0fHz9vb2e4GrgIEPXve5jo6O35/uY0o4IESVKm7ozzvvPAA6Ozvp7e1l6dKlrFu3jlAoBMCjjz7KggULWLp0KZlMhtdff5233nqL999/n1mzZrF69epxVw9s3LiRjRs3ArB//36eeeaZigoGihzHIZlMug2wgsFgRYwYtCyL/v5+/H4/iUSCXC5HLpcry1pGdmn3eDw4juNWBGSzWTmPfRrFbvjhcNidalDun69qNplBwOmEw+GS3l89u+++++js7CSdTvONb3yD66+/nttuu42f/exn2LaNx+Ph1ltvLfcyhRB1zKmengN3A9s7Ojq+1d7efvcHL39t6Bt0dHQ8A1wMbphwAHhiyJt8taOj4ydn+wElHBCiSo3c0F900UV87nOfY8GCBW4wsHv3bpLJJDfeeCMej4eXXnqJP/zhDyxevJiLLrqIbdu28e6779Le3l7T520Nw+DkyZMV17BQ13UKhQKhUIhEIjHpHdJHbrw0TXODAMMwJAiYIMdxSKVSw0ZY1lKvhckyVhBgGMakBgFicm3dunXU27/yla9M8UqEEKLqbQau/uDf9wE7GBEOjHAz8KuOjo4JN7eScECIGlBsULh8+XL3tkwmw2OPPcbHP/5xWltbef/9992yzs2bNwNwyy23sHv3bnfk4VBne9Rg4cKFLFy4sLSf0CQpzq6PxWI0NTWRSqXK3nW+OGbN4/EQiURKtrEcKwgobrbS6bRc4S6x4gjLQCBAIpFwGxiKU38ei1MsJAgQQggx1aaycqC9vf3lIS/e09HRcc843r25o6Pj2Af/Pg40n+HtbwP+nxG3/XV7e/tfAtuBuzs6Ok57BlLCASFqgKIop9yWTCa58MILWbFiBbqus2/fPgzDYPXq1e7b9PT00NXVhd/vBwbL3VOpFPF4/JwaFlYy27bp6+vD7/cTi8XchnLlHq1X3FgGg0ESicS4zrCrqjps41X83hUrAnRdlyBgChX7XUxVRUilOZsgYGBgQH4mhRBC1LyOjo5Vp3t9e3v7U8DMUV715yPux2lvbx8z1Whvb28BLgJ+M+TmrzMYKviAexisOvir061HwgEhalRLSwu33347AL///e/Zv38/q1atcschplIpfv3rX7NlyxZUVWX37t3s2bOHgYEBpk2bxtatW93QoBbpuk53dzfhcNhtKFeuc/9DFc+wRyIRt0fC0OBirCCgeNU1l8uVPegQH1aEaJpGJBLBsizS6XTNHTUoBgFDfyYlCBBCCFHJ7Ap6LO7o6Ngw1uva29tPtLe3t3R0dBz7YPPfdZq7agce7ujocDtGD6k60Nvb238InPF8l4QDQtSo4lEDgHnz5tHb28uqVR+Gl4888gjNzc1ceuml7Nmzh9/85jesX7+eCy+8kGeffZaHH36Y1atXuw0Pa1HxrHgulyMejxMIBCriKm+xkWKxYaFt2ziOg6qqWJY1rDmbBAGVrZKaT56rMwUB2WwWwzAkCBBCCCFK41FgK/CtD/5+5DRvezuDlQKuIcGCAtwIvHGmDyjhgBA1auhRg2g0yvr1692X9+7dyyuvvMLXv/51DMPgxRdfZNWqVVx55ZUAXHnllXz3u99lYGCAT37yk8yaNWvK1z+VTNPk5MmTNDQ0EI/HyefzUz67XtO0UzZdlmWRy+Xc16VSqbofIVitRjafTKfTFf29VFV1WKNACQKEEEKIKfctoKO9vf3zwHsMVgfQ3t6+Cvizjo6OP/7g5bnAbODZEe+/rb29fTqgAL8H/uxMH1AZT4nj0aNHK6cGQwhx1oZWEcDgeMN8Pk97eztvvfUWP/rRj/irv/ord8737373O37xi19w3XXXcdlll5Vr2WWhqirRaBSfzzdpDQuLIwOLGy9FUdzRgcXjASN/NxfXZds2qVSq5srT60nxqIFt2xXR7+JMQUChUJAgQAgh6khra+upzaxqh7P1L49PyQe6769mwuDGvGpI5YAQdWBkw8JNmza5/9Z1nba2NjcYyOVyvP766yxZsoTFixdP6TorgW3bbhl4LBbDNE1SqdSEN3AjN12AGwLk8/lRg4Azravay9PrXfGogc/ncytVstkJTx0al6FBwNBwqhgCSEVA/XEcxw2QR2tuK4QQon5IOCBEnbFte9iTwDlz5vDzn/+cX/3qV6xcuZJf/OIX6LrOypUricfjZV5t+ei6TldXF5FI5KwaFiqKckpFADCsUWAqlSrJuoaWp1dCjwQxMYVCgd7eXkKhEI2NjaTT6ZJWqpwpCMhkMhIE1JliEOA4jhsISygghKg3Un05NgkHhKgzxdGEpmly7NgxZs+ezZ133smzzz7Lo48+yqFDh7j66qvrsmpgNMWGhbFYzJ0ekE6nOXr0KEeOHCEYDHLdddfhOI57NCCbzU7qhr3YCd/j8RCJRDAMg0wmIw92VaoYPBUnVEykUmXkFAsJAs7e/fffz759+wiHw9x9993u7c899xw7d+5EVVUuuOCCYRVX5VTc3ANnHDU7chztaEHAiRMn2L17Nz6fj9WrV9PU1HTKUTQhhBD1QcIBIerUyZMneeaZZ7jiiiuYP38+n/3sZ/k//+f/8NGPfpSlS5e6V5XqXSaT4fDhw/zhD3/g2LFjnDx5kmAwyOzZs5k1axYf+chH6O3tLcvaTNOkr6+PQCBAIpEgk8mg63pZ1iLOjW3bDAwMuEcN9u/fTzQadY+iDDVWEFDsDSBBwPisXr2adevWsW3bNve2/fv388Ybb/Bf/+t/xePxlKTqp1RGbvCLAUAxUBoaBgz9t2ma9PT0cOzYMZ5++mlmzpzJ2rVr+d3vfkc2m2VgYIAf/vCHfOUrX5FgQAhR02xbLqaMRcIBIerUzJkzmT17Nvfccw8LFiygp6eHYDDI5ZdfzsyZM8u9vLJxHIcnn3ySw4cPc/LkSUKhELNmzWLWrFlcdNFFNDc3E4/H8fv9pFKpitiM5/N5dF0fduVZNobVqXjU4ODBgzz33HN86lOfYtmyZaMeV5EgoDTmz59PT0/PsNt27drFtdde6369I5FIOZZ2Ctu26ezs5He/+x2HDx+moaGBdevWceGFF55SRVAoFHj11VdpaWmhra2NZ555hl27drFixQouu+wyDh48yPe//32uvPJKNm/ejGma/Lf/9t84dOgQc+fOLc8nKIQQoqwkHBCijl1zzTWsWrWKF198kRUrVrB48WJCoVC5l1VWiqLQ2trKihUraGpqGvUKWrGZXCwWIxAInFPDwlJxHIdkMonX6yUWi6HrOplMpqxrEuMztCLgYx/7GGvWrGHbtm3s3LmT9vZ2GhsbKRQKZf9ZqwddXV0cPHiQxx57DK/Xy+bNm/nIRz5S7mXx3nvv8fjjjzNnzhzWr19PMBh0X9ff38/PfvYz7rzzTmBwKsbTTz/NFVdcwaxZs5g2bRqZTIYlS5awcOFCFi9ezKuvvsqFF14IDDZPnTlzJu+9956EA0KImuZI5cCYJBwQos5FIhE2bNjgvixnTWHp0qVnfJtCoUB3dzfhcJimpiYymcyUdZw/HcMw6O3tpaGhgcbGRlKpFIZhlHtZYoSRRwO8Xi+O45xSEXDzzTdz8OBB/vmf/5nzzz+fDRs24Pf7y738mmfbNtlsli9/+cu8//773HvvvfzFX/zFpP9uHO1oQJFlWTz99NOcf/75XH/99ae83uv18vrrr9PT00NTUxOaptHa2koymcSyLBKJBNOmTXMD4MbGRhKJBO+99x4tLS0AtLa2cuzYMSzLkqNlQghRh07fyUYIUXfqPRgYr3Q6TXd3Nz6fj8bGRrcMudyy2Sz9/f00NDQQjUbP2LhMTB5VVfH7/YRCIeLxONOnT6exsZFAIIDjOGQyGbq6ujhx4gS9vb2kUiny+by7UZw3bx7/8T/+R2KxGH/7t3/L+++/X+bPqPbF43GWLVuGoijMmTMHRVFKWolj2za2bZ/SRFRVVff/6tDpKMXpAplMBtu2OXr0qNv0tHgfoVCIadOmcejQIff9mpqa6OvrI5/PE4lESCQSw35+Zs+ezYEDB9yX586dy4kTJyriuJQQQkyWoZNbJvNPNaqMZ7FCCFHFLMtyezbE43F0XSedTpf9gaHY5M7v9xOPx8nlcqcdxyjOXbEiYGhVwNCKgHQ6jWEY4z4aoGkaa9eu5eKLL5agZwpcdNFF7N+/n4ULF9LV1YVlWRM+clX8PTA0eB3te5jJZHj77bfRdZ0dO3bQ2trKzTffTCgUciu6Lr/8cnbt2sWhQ4fI5XIkk0kuvvhirrjiCpqbm2lpaeHAgQOsXLkSgLa2Njo7O0mn08RiMWKxGMeOHXM/5nnnncf27dvdl2fNmkVPTw+5XI6GhoYJfb5CCCGql4QDQghRIrlcjnw+TzQapampqWIaFuq6jq7rhMNhEokEqVRqUkct1ovJCgJOJxwOl+y+xKD77rvP3UB/4xvf4Prrr2f16tU88MADfOtb38Lj8XDHHXecdVXVaOMDhzJNkwMHDvDmm28SDoe59NJLicVinDx5kieeeIJgMMjtt98+7Nx/8f5WrVrFggULOHDggHu/zz33HO+99x5f/vKXmT9/Prt37x72sU+cOEEqlWL69OnEYjH279/vvn727NnD1tfa2sqf//mfy9EVIURNc6R3z5gkHBBCiBJyHIeBgQFyuRyxWKyipgek02k0TSMajWKaZkVUN1QLTdOGTQwYGgQUCgXy+XzJgwAxNbZu3Trs5WI56Gc/+1l347x//37eeecdFixY4G7Uh36vxxofCIP/79555x1mzpxJa2srL774Ii+++CJz587lyJEj/OQnP+FTn/oULS0tJBIJPB4Pc+fOHfPcfzweZ9WqVe7L06dP52//9m/RdZ2lS5fyy1/+kj179tDW1sahQ4ewLItjx46xYMECZs2a5U630DSNOXPm8Jd/+ZfD7l+CASGEqF8SDgghxCQY2rCwsbGxYhoWWpZFX18fgUCARCJBJpOpiOqGSiJBQH1TFMUNBYpVALt27cLv99PW1uYeLzjd0YBEIsF5550HwKFDh9ixYwd33nknR44c4be//S2333672wTwl7/8JTt27ODWW29l5syZ7ljFsSoVMpkMwWDQ/fidnZ00NjYCgz0GbrnlFp588kmSySTXX389n/nMZ5g1axYw2Gx1ZMPV0Y49CCFELbNlWsGYJBwQQohJlE6n3SqCSpoekM/n3aMGlVTdMNUkCBBDdXd309nZSWdnJ47jsHr1ahYuXOiW8mezWUKhELqu09nZyb59+0ilUixdupRLLrkEx3HYv38/3d3dfPGLXwQGN926rhOPx+nu7qanpwdFUfjVr37Fe++9N2xawIwZM9yGgWP1lti5cye6rtPX1+f2D2hvb3ev+F966aWsWLFizOaoZzr2IIQQon5JOCCEEJPMsix6e3sJBALEYrGKaVjoOA6pVAqv1+uuq5Qd2SvN0CCgGAZIECCKXnjhBR566CHmzp3LokWLSKfT/PSnP2Xz5s2cd9557Nmzh3Q6zfTp0zlw4ABPPvkks2fPpqWlhWeeeYaenh4+8YlPcN111/HP//zPvPnmmyxZsoS+vj6am5sBCAQC5HI57r33XlpbW1myZAmbN292w4F4PI7jOO44wqGjZYv/njdvHm+//TYtLS2sWbOGuXPn4vP5hn0uxZ/toVUBxfuRhpZCiHpX7udflUzCASGEmCLFq/WRSISmpibS6TT5fL7cy8IwDHp7e2loaKCxsZF0Ok2hUCj3ss6JpmnDqgEkCBBnMm3aNFpbW7nrrrvw+Xxks1l++tOfsnfvXjZt2oRt2ySTSWDwCv/nP/95IpEIMNjY77HHHuPaa68lkUiwZs0aduzYwYIFC+js7GThwoXA4PSASCTCpz/9afc2gAMHDtDW1kYsFiOfz/Pee++dEg4U/164cOGw9x3L0EBACCGEOBsSDggh6k5fXx/btm0jlUqhKApr1qzhqquumpKP7TgOyWSSXC5HPB4nEAhUTEl/Npt156EXjxpUw+Z5rCCgUChgGIYEAeKstLW1kc1m6erqYtasWTQ0NNDV1cXSpUvx+XwEAgH6+vqwLIvp06czMDDAU089xdtvv01XVxfpdJoTJ04wa9YsrrrqKl566SVeffVV+vv73Sv7qqqyYcMGnn76aV599VUymQxHjhxh3rx5NDc309jYyMaNG2ltbXXffjRjNUMUQgghzoWEA0KIuqOqKps3b2b27Nnk83m+853vsGjRImbOnDllazAMg+7ubkKhEI2NjWSz2Yoo6bdtm4GBAXw+H/F4nFwuRy6XK/eyXKMFAbZtu+MDJQgQExUMBgkGg/z2t79lz549/OEPfyAYDHLppZcCkEgk6OvrI5/PEwqF2L59O93d3axcuZIZM2bw6KOPcujQIbf53/r169m5cyd9fX1uhQHA2rVrOf/883n55ZeJRqOsXbuWOXPmuD0ClixZcsa1SiAghBAT50hDwjFJOCCEqDuxWIxYLAYMngFubm5mYGBgSsOBokwmQz6fJxqN0tTURDKZrIiGhYVCgd7eXsLhMIlEglQqhWmaU7qGswkCCoWCnB0UJTNnzhxefvllli1bxmWXXcb555/vTieYOXMmnZ2d2LbNgQMHePfdd7nxxhuZP38+Bw8e5NixYxw+fNi9r2XLltHd3c2zzz7L7Nmzh32cGTNmcMMNN4y5jqHHCYQQQoipIuGAEKKu9fT0cPjwYebMmVO2NQwdLxiLxSgUCqRSqYrY9KbTaTRNIxKJYFnWpDVSPFMQkMvlMAyjIr4monY1NTWxYMECbrvtNve2YhVKa2srb7zxBul0mkQiQSwW45lnnuH555/HMAzWrl3L8ePHgcHNvcfjYenSpezcuXNY5cDI+x2tN4AEA0IIMXmkcmBsEg4IIeqWruv88Ic/ZMuWLQQCgXIvp2IbFlqWRX9/P4FAgEQi4fYmmKhiEFAMASQIOHv3338/+/btIxwOc/fddw973TPPPMMjjzzCN7/5TcLhcJlWWN3mzJnDK6+8Qnd3N9OnT8dxHLeEf8aMGfT393P06FFWrlzJjTfeyPPPP084HGbJkiW0tbWd0jzwzTff5KKLLsIwDLxe77CPJUcDhBBCVBoJB4QQdcmyLH7wgx+wcuVKli9fXu7luIoNC7PZLPF4nGAwSDKZrIiGhcXwIhwOEwgEGBgYOOMG/nRBQKFQIJvNShAwDqtXr2bdunVs27Zt2O19fX289dZbJBKJMq2sNrS1tZFKpRgYGGD69OnDruDHYjFuvPFGt8po2rRpbNmyZdj7Dx0d+NBDD/HCCy9w1113nRIMCCGEKB/bkb5EY5FwQAhRdxzH4YEHHqC5uZlrrrmm3MsZlWmanDx5koaGBhKJBLlcriIaFjqOQyqVwuv10tHRQTwe5+qrrx62+ZcgYPLMnz+fnp6eU27/+c9/zqZNm/j+979fhlXVjoaGBubMmTPqVX3HcbjwwguH3TbyaICiKNi2jaIoXHnlldxwww2jHikQQgghKpGEA0KIuvPuu+/y8ssv09LSwt/8zd8A8KlPfYoLLrigzCs7VbGEPxaL0dTURCqVolAolHtZOI7DHXfcwc6dO/ne977H7bff7pZPSxAwtV5//XVisRhtbW3lXkpN+JM/+ZNRb1cU5ZRGgaOFCMXbWlpaJmeBQgghzon0HBibhANCiLozb948vvvd75Z7GWfNtm36+vrw+/3EYjEMwyCdTk/ZuL7TVQRcddVVXHDBBXR0dPCrX/2KLVu2uJMgxOQrFAo8+eST3HXXXeVeSk2xbXvUjb80ChRCCFHLJBwQQogqoes63d3dhMNhGhsbyWQy5HK5kn6MiRwNaGho4HOf+xz79u3jnnvu4dJLL2Xt2rVomlbStYlTnTx5kt7eXrcCZmBggG9/+9v85//8n4lGo2VeXfWSZoFCCFG7pHJgbBIOCCFEFSme+c/lcsTjcQKBAKlUCtM0x31fQ4MAr9eLpmnn1CPgggsuYMGCBWzfvp1UKkU8Hh/3msT4tLa28s1vftN9+b//9//Of/kv/0WmFQghhBBi3CQcEEKIKjS0YWE8Hiefz5NOp8d8+6HVAEODgEKhgGEYJesR4PP5uP7668/pPsTY7rvvPjo7O0mn03zjG9/g+uuv57LLLiv3soQQQoiqIf2QxqaM54tz9OhR+UoKIUSFUVWVaDSK3+8nmUxi2/awIMDj8WCaJoZhDPsjD45CCCGEGKm1tbWWG6w4m+96e0o+0CP/uAigqr6WUjkghBBVzrZt+vv78fv9JBKJSakIEEIIIYSoBVPV0LkaSTgghBA1Qtd1jh8/Xu5lCCGEEEKIKiThgBBCCCGEEEKIuiDTCsYms3qEEEIIIYQQQog6J+GAEEIIIYQQQghR5+RYgRBCCCGEEEKIuuA40pBwLFI5IIQQQgghhBBC1DmpHBBCCCGEEEIIURekIeHYpHJACCGEEEIIIYSoc1I5IIQQomTuv/9+9u3bRzgc5u677wbgkUceYe/evWiaxrRp07j99ttpaGgo80qFEEIIUY+kcmBsUjkghBCiZFavXs2f/umfDrtt0aJFfO1rX+NrX/sa06dP56mnnirT6oQQQgghxFikckAIIUTJzJ8/n56enmG3LV682P333LlzefXVV6d6WUIIIYQQANgyrWBMUjkghBBiyrz44ossWbKk3MsQQgghhBAjSOWAEEKIKfHEE0+gqiorV64s91KEEEIIUaek58DYpHJACCHEpHvxxRfZu3cvf/RHf8hlD08AAANmSURBVISiKOVejhBCCCGEGEEqB4QQQkyqN998k6effpovfelL+Hy+ci9HCCGEEHXMsaXnwFgUxzn7soqjR49KDYYQQogx3XfffXR2dpJOp4lEIlx//fU89dRTmKbpji+cO3cu7e3tZV6pEEIIIUbT2tpayyV+zsc+88qUfKAnt60EqKqvpVQOCCGEKJmtW7eecttll11WhpUIIYQQQpxKeg6MTXoOCCGEEEIIIYQQdU4qB4QQQgghhBBC1AXHkZ4DY5HKASGEEEIIIYQQos5JOCCEEEIIIYQQQtQ5OVYghBBCCCGEEKIu2NKQcExSOSCEEEIIIYQQQtQ5qRwQQgghhBBCCFEXHFsaEo5FKgeEEEIIIYQQQog6J5UDQgghhBBCCCHqgiM9B8YklQNCCCGEEEIIIUSdk8oBIYQQQgghhBB1wXGk58BYpHJACCGEEEIIIYSoc1I5IIQQQgghhBCiLkjPgbFJOCCEEP9/O/fvGkUUBHD8e0QsrhJs5KJoQAvzB0SshGChlT/QQQvxwNbKxsLGUiuxSBO0sAuDjYpCQBDETu2UIAQhJJZBqytEshb3hCvMLcHzuLDfD2yx84Y3u+0w70mSJEkTJCIuA3eB48BcZn7YJu8M8BCYAh5l5r0SnwGWgP3AR+BaZv4cVtNjBZIkSZKkRqi2tsbyjMAn4CLwdruEiJgCFoCzwCxwNSJmy/J94EFmHgW+AzfqCtockCRJkiRpgmTmSmZ+qUmbA1Yz82uZClgCzkVEC5gHnpa8J8D5upo7OlbQ6XRaO8mXJEmSJGlCrL17cerwOAr1er3Nbrc7eBRgMTMXR1xmGlgfeN8ATtA/SvAjM38NxKfrNvPOAUmSJElSExwZV6F2u01mDs2JiNfAgb8s3cnMZ//lw4awOSBJkiRJ0phl5ul/3OIbcGjg/WCJbQL7ImJPmR74Ex/KOwckSZIkSdp93gPHImImIvYCV4DnmVkBb4BLJe86UDuJYHNAkiRJkqQJEhEXImIDOAm8jIjlEu9ExCuAMhVwE1gGVvqh/Fy2uA3ciohV+ncQPK6r2aqqavR/IkmSJEmSdg0nByRJkiRJajibA5IkSZIkNZzNAUmSJEmSGs7mgCRJkiRJDWdzQJIkSZKkhrM5IEmSJElSw9kckCRJkiSp4X4D5uiVP5iJR+UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "V = defaultdict(float)\n",
    "for state, action_values in Q.items():\n",
    "    action_value = np.max(action_values)\n",
    "    V[state] = action_value\n",
    "plotting.plot_value_function(V, title=\"Optimal Value Function\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py3.6-env",
   "language": "python",
   "name": "py3.6-env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
